{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem: Implement merge sort.\n", "\n", "* [Clarifying Questions](#Clarifying-Questions)\n", "* [Test Cases](#Test-Cases)\n", "* [Algorithm](#Algorithm)\n", "* [Code](#Code)\n", "* [Pythonic-Code](#Pythonic-Code)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clarifying Questions\n", "\n", "* Is a naiive merge sort ok?\n", " * Yes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test Cases\n", "\n", "* Empty input\n", "* One element\n", "* Two or more elements\n", "* Left and right subarrays of different lengths" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Algorithm\n", "\n", "Wikipedia's animation:\n", "![alt text](http://upload.wikimedia.org/wikipedia/commons/c/cc/Merge-sort-example-300px.gif)\n", "\n", "* Recursively split array into left and right halves\n", "* Merge split arrays\n", " * Using two pointers, one for each half starting at index 0\n", " * Add the smaller element to the result array\n", " * Inrement pointer where smaller element exists\n", " * Copy remaining elements to the result array\n", " * Return result array\n", "\n", "Complexity:\n", "* Time: O(n log(n))\n", "* Space: O(n), stable" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Code" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def merge(left, right):\n", " l = 0\n", " r = 0\n", " result = []\n", " while l < len(left) and r < len(right):\n", " if left[l] < right[r]:\n", " result.append(left[l])\n", " l += 1\n", " else:\n", " result.append(right[r])\n", " r += 1\n", " while l < len(left):\n", " result.append(left[l])\n", " l += 1\n", " while r < len(right):\n", " result.append(right[r])\n", " r += 1\n", " return result\n", "\n", "def merge_sort(data):\n", " if len(data) < 2:\n", " return data\n", " mid = len(data) / 2\n", " left = data[0:mid]\n", " right = data[mid:len(data)]\n", " left = merge_sort(left)\n", " right = merge_sort(right)\n", " return merge(left, right)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "print('Empty input')\n", "data = []\n", "merge_sort(data)\n", "print(data)\n", "print('One element')\n", "data = [5]\n", "merge_sort(data)\n", "print(data)\n", "print('Two or more elements')\n", "data = [5, 1, 7, 2, 6, -3, 5, 7, -1]\n", "print(merge_sort(data))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }