{ "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: Implement a stack with push, pop, and min methods running O(1) time.\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 this is a stack of ints?\n", " * Yes\n", "* Can we assume the input values for push are valid?\n", " * Yes\n", "* If we call this function on an empty stack, can we return sys.maxsize?\n", " * Yes\n", "* Can we assume we already have a stack class that can be used for this problem?\n", " * Yes\n", "* Can we assume this fits memory?\n", " * Yes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test Cases\n", "\n", "* Push/pop on empty stack\n", "* Push/pop on non-empty stack\n", "* Min on empty stack\n", "* Min on non-empty stack" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Algorithm\n", "\n", "We'll use a second stack to keep track of the minimum values.\n", "\n", "### Min\n", "\n", "* If the second stack is empty, return an error code (max int value)\n", "* Else, return the top of the stack, without popping it\n", "\n", "Complexity:\n", "* Time: O(1)\n", "* Space: O(1)\n", "\n", "### Push\n", "\n", "* Push the data\n", "* If the data is less than min\n", " * Push data to second stack\n", "\n", "Complexity:\n", "* Time: O(1)\n", "* Space: O(1)\n", "\n", "### Pop\n", "\n", "* Pop the data\n", "* If the data is equal to min\n", " * Pop the top of the second stack\n", "* Return the data\n", "\n", "Complexity:\n", "* Time: O(1)\n", "* Space: O(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Code" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%run ../stack/stack.py" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import sys\n", "\n", "\n", "class StackMin(Stack):\n", "\n", " def __init__(self, top=None):\n", " super(StackMin, self).__init__(top)\n", " self.stack_of_mins = Stack()\n", "\n", " def minimum(self):\n", " if self.stack_of_mins.top is None:\n", " return sys.maxsize\n", " else:\n", " return self.stack_of_mins.peek()\n", "\n", " def push(self, data):\n", " super(StackMin, self).push(data)\n", " if data < self.minimum():\n", " self.stack_of_mins.push(data)\n", "\n", " def pop(self):\n", " data = super(StackMin, self).pop()\n", " if data == self.minimum():\n", " self.stack_of_mins.pop()\n", " return data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Unit Test\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting test_stack_min.py\n" ] } ], "source": [ "%%writefile test_stack_min.py\n", "from nose.tools import assert_equal\n", "\n", "\n", "class TestStackMin(object):\n", "\n", " def test_stack_min(self):\n", " print('Test: Push on empty stack, non-empty stack')\n", " stack = StackMin()\n", " stack.push(5)\n", " assert_equal(stack.peek(), 5)\n", " assert_equal(stack.minimum(), 5)\n", " stack.push(1)\n", " assert_equal(stack.peek(), 1)\n", " assert_equal(stack.minimum(), 1)\n", " stack.push(3)\n", " assert_equal(stack.peek(), 3)\n", " assert_equal(stack.minimum(), 1)\n", " stack.push(0)\n", " assert_equal(stack.peek(), 0)\n", " assert_equal(stack.minimum(), 0)\n", "\n", " print('Test: Pop on non-empty stack')\n", " assert_equal(stack.pop(), 0)\n", " assert_equal(stack.minimum(), 1)\n", " assert_equal(stack.pop(), 3)\n", " assert_equal(stack.minimum(), 1)\n", " assert_equal(stack.pop(), 1)\n", " assert_equal(stack.minimum(), 5)\n", " assert_equal(stack.pop(), 5)\n", " assert_equal(stack.minimum(), sys.maxsize)\n", "\n", " print('Test: Pop empty stack')\n", " assert_equal(stack.pop(), None)\n", "\n", " print('Success: test_stack_min')\n", "\n", "\n", "def main():\n", " test = TestStackMin()\n", " test.test_stack_min()\n", "\n", "\n", "if __name__ == '__main__':\n", " main()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test: Push on empty stack, non-empty stack\n", "Test: Pop on non-empty stack\n", "Test: Pop empty stack\n", "Success: test_stack_min\n" ] } ], "source": [ "run -i test_stack_min.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": "3.5.0" } }, "nbformat": 4, "nbformat_minor": 0 }