{ "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/interactive-coding-challenges)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Solution Notebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem: Implement breadth-first traversal on a binary tree.\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 we already have a Node class with an insert method?\n", " * Yes\n", "* Can we assume this fits in memory?\n", " * Yes\n", "* What should we do with each node when we process it?\n", " * Call an input method `visit_func` on the node" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test Cases\n", "\n", "### Breadth-First Traversal\n", "* 5, 2, 8, 1, 3 -> 5, 2, 8, 1, 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Algorithm\n", "\n", "* Initialize queue with root\n", "* While queue is not empty\n", " * Dequeue and print the node\n", " * Queue the left child\n", " * Queue the right child\n", "\n", "Complexity:\n", "* Time: O(n)\n", "* Space: O(n), extra space for the queue" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Code" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%run ../bst/bst.py" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from collections import deque\n", "\n", "\n", "class BstBfs(Bst):\n", "\n", " def bfs(self, visit_func):\n", " if self.root is None:\n", " raise TypeError('root is None')\n", " queue = deque()\n", " queue.append(self.root)\n", " while queue:\n", " node = queue.popleft()\n", " visit_func(node)\n", " if node.left is not None:\n", " queue.append(node.left)\n", " if node.right is not None:\n", " queue.append(node.right)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Unit Test" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%run ../utils/results.py" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting test_bfs.py\n" ] } ], "source": [ "%%writefile test_bfs.py\n", "import unittest\n", "\n", "\n", "class TestBfs(unittest.TestCase):\n", "\n", " def __init__(self, *args, **kwargs):\n", " super(TestBfs, self).__init__()\n", " self.results = Results()\n", "\n", " def test_bfs(self):\n", " bst = BstBfs(Node(5))\n", " bst.insert(2)\n", " bst.insert(8)\n", " bst.insert(1)\n", " bst.insert(3)\n", " bst.bfs(self.results.add_result)\n", " self.assertEqual(str(self.results), '[5, 2, 8, 1, 3]')\n", "\n", " print('Success: test_bfs')\n", "\n", "\n", "def main():\n", " test = TestBfs()\n", " test.test_bfs()\n", "\n", "\n", "if __name__ == '__main__':\n", " main()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Success: test_bfs\n" ] } ], "source": [ "%run -i test_bfs.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": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 1 }