interactive-coding-challenges/graphs_trees/bst/bst_solution.ipynb

288 lines
6.9 KiB
Python

{
"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 a binary search tree with an insert method.\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 insert None values?\n",
" * No\n",
"* Can we assume we are working with valid integers?\n",
" * Yes\n",
"* Can we assume all left descendents <= n < all right descendents?\n",
" * Yes\n",
"* For simplicity, can we use just a Node class without a wrapper Tree class?\n",
" * Yes\n",
"* Do we have to keep track of the parent nodes?\n",
" * This is optional\n",
"* Can we assume this fits in memory?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"### Insert\n",
"\n",
"Insert will be tested through the following traversal:\n",
"\n",
"### In-Order Traversal\n",
"\n",
"* 5, 2, 8, 1, 3 -> 1, 2, 3, 5, 8\n",
"* 1, 2, 3, 4, 5 -> 1, 2, 3, 4, 5\n",
"\n",
"If the `root` input is `None`, return a tree with the only element being the new root node.\n",
"\n",
"You do not have to code the in-order traversal, it is part of the unit test."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"### Insert\n",
"\n",
"* If the root is None, return Node(data)\n",
"* If the data is <= the current node's data\n",
" * If the current node's left child is None, set it to Node(data)\n",
" * Else, recursively call insert on the left child\n",
"* Else\n",
" * If the current node's right child is None, set it to Node(data)\n",
" * Else, recursively call insert on the right child\n",
"\n",
"Complexity:\n",
"\n",
"* Time: O(h), where h is the height of the tree\n",
" * In a balanced tree, the height is O(nlogn)\n",
" * In the worst case we have a linked list structure with O(n)\n",
"* Space: O(m), where m is the recursion depth, or O(1) if using an iterative approach"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting bst.py\n"
]
}
],
"source": [
"%%writefile bst.py\n",
"class Node(object):\n",
"\n",
" def __init__(self, data):\n",
" self.data = data\n",
" self.left = None\n",
" self.right = None\n",
" self.parent = None\n",
"\n",
" def __repr__(self):\n",
" return str(self.data)\n",
"\n",
"\n",
"def insert(root, data):\n",
" # Constraint: Assume we are working with valid ints\n",
" if root is None:\n",
" root = Node(data)\n",
" return root\n",
" if data <= root.data:\n",
" if root.left is None:\n",
" root.left = insert(root.left, data)\n",
" root.left.parent = root\n",
" return root.left\n",
" else:\n",
" return insert(root.left, data)\n",
" else:\n",
" if root.right is None:\n",
" root.right = insert(root.right, data)\n",
" root.right.parent = root\n",
" return root.right\n",
" else:\n",
" return insert(root.right, data)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%run bst.py"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%run dfs.py"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%run ../utils/results.py"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting test_bst.py\n"
]
}
],
"source": [
"%%writefile test_bst.py\n",
"from nose.tools import assert_equal\n",
"\n",
"\n",
"class TestTree(object):\n",
"\n",
" def __init__(self):\n",
" self.results = Results()\n",
"\n",
" def test_tree(self):\n",
" node = Node(5)\n",
" assert_equal(insert(node, 2).data, 2)\n",
" assert_equal(insert(node, 8).data, 8)\n",
" assert_equal(insert(node, 1).data, 1)\n",
" assert_equal(insert(node, 3).data, 3)\n",
" in_order_traversal(node, self.results.add_result)\n",
" assert_equal(str(self.results), '[1, 2, 3, 5, 8]')\n",
" self.results.clear_results()\n",
"\n",
" node = insert(None, 1)\n",
" assert_equal(insert(node, 2).data, 2)\n",
" assert_equal(insert(node, 3).data, 3)\n",
" assert_equal(insert(node, 4).data, 4)\n",
" insert(node, 5)\n",
" in_order_traversal(node, self.results.add_result)\n",
" assert_equal(str(self.results), '[1, 2, 3, 4, 5]')\n",
"\n",
" print('Success: test_tree')\n",
"\n",
"\n",
"def main():\n",
" test = TestTree()\n",
" test.test_tree()\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Success: test_tree\n"
]
}
],
"source": [
"%run -i test_bst.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
}