{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook was prepared by [Donne Martin](http://donnemartin.com). Source and license info is on [GitHub](https://github.com/donnemartin/interactive-coding-challenges)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Solution Notebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem: Compress a string such that 'AAABCCDDDD' becomes 'A3BC2D4'. Only compress the string if it saves space.\n", "\n", "* [Constraints](#Constraints)\n", "* [Test Cases](#Test-Cases)\n", "* [Algorithm](#Algorithm)\n", "* [Code](#Code)\n", "* [Unit Test](#Unit-Test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Constraints\n", "\n", "* Can we assume the string is ASCII?\n", " * Yes\n", " * Note: Unicode strings could require special handling depending on your language\n", "* Is this case sensitive?\n", " * Yes\n", "* Can you use additional data structures? \n", " * Yes\n", "* Can we assume this fits in memory?\n", " * Yes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test Cases\n", "\n", "* None -> None\n", "* '' -> ''\n", "* 'AABBCC' -> 'AABBCC'\n", "* 'AAABCCDDDD' -> 'A3BC2D4'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Algorithm\n", "\n", "* For each char in string\n", " * If char is the same as last_char, increment count\n", " * Else\n", " * Append last_char and count to compressed_string\n", " * last_char = char\n", " * count = 1\n", "* Append last_char and count to compressed_string\n", "* If the compressed string size is < string size\n", " * Return compressed string\n", "* Else\n", " * Return string\n", "\n", "Complexity:\n", "* Time: O(n)\n", "* Space: O(n)\n", "\n", "Complexity Note:\n", "* Although strings are immutable in Python, appending to strings is optimized in CPython so that it now runs in O(n) and extends the string in-place. Refer to this [Stack Overflow post](http://stackoverflow.com/a/4435752)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Code" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def compress_string(string):\n", " if string is None or len(string) == 0:\n", " return string\n", " result = ''\n", " prev_char = string[0]\n", " count = 0\n", " for char in string:\n", " if char == prev_char:\n", " count += 1\n", " else:\n", " result += prev_char + (str(count) if count > 1 else '')\n", " prev_char = char\n", " count = 1\n", " result += prev_char + (str(count) if count > 1 else '')\n", " return result if len(result) < len(string) else string" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Unit Test" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting test_compress.py\n" ] } ], "source": [ "%%writefile test_compress.py\n", "from nose.tools import assert_equal\n", "\n", "\n", "class TestCompress(object):\n", "\n", " def test_compress(self, func):\n", " assert_equal(func(None), None)\n", " assert_equal(func(''), '')\n", " assert_equal(func('AABBCC'), 'AABBCC')\n", " assert_equal(func('AAABCCDDDDE'), 'A3BC2D4E')\n", " print('Success: test_compress')\n", "\n", "\n", "def main():\n", " test = TestCompress()\n", " test.test_compress(compress_string)\n", "\n", "\n", "if __name__ == '__main__':\n", " main()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Success: test_compress\n" ] } ], "source": [ "%run -i test_compress.py" ] } ], "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 }