interactive-coding-challenges/graphs_trees/bst_validate/bst_validate_solution.ipynb

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{
"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)."
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]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Solution Notebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Problem: Determine if a tree is a valid binary search 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 the tree have duplicates?\n",
" * Yes\n",
"* If this is called on a None input, should we raise an exception?\n",
" * Yes\n",
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"* Can we assume we already have a Node class?\n",
" * Yes\n",
"* Can we assume this fits in memory?\n",
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" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"None -> exception\n",
"\n",
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"<pre>\n",
"Valid:\n",
" 5\n",
" / \\\n",
" 5 8\n",
" / \\ /\n",
" 4 6 7\n",
"\n",
"Invalid:\n",
" 5\n",
" / \\\n",
" 5 8\n",
" \\ \n",
" 20\n",
"</pre>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"We'll use a recursive solution that valides left <= current < right, passing down the min and max values as we do a depth-first traversal.\n",
"\n",
"* If the node is None, return True\n",
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"* If min is set and the node's value <= min, return False\n",
"* if max is set and the node's value > max, return False\n",
"* Recursively call the validate function on node.left, updating max\n",
"* Recursively call the validate function on node.right, updating min\n",
" \n",
"Complexity:\n",
"* Time: O(n)\n",
"* Space: O(h), where h is the height of the tree"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%run ../bst/bst.py"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def validate_bst(node):\n",
" if node is None:\n",
" raise Exception('No root node')\n",
" return _validate_bst(node, None, None)\n",
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"\n",
"\n",
"def _validate_bst(node, mininum, maximum):\n",
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" if node is None:\n",
" return True\n",
" if mininum is not None and node.data <= mininum:\n",
" return False\n",
" if maximum is not None and node.data > maximum:\n",
" return False\n",
" if not _validate_bst(node.left, mininum, node.data):\n",
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" return False\n",
" if not _validate_bst(node.right, node.data, maximum):\n",
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" return False\n",
" return True"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting test_bst_validate.py\n"
]
}
],
"source": [
"%%writefile test_bst_validate.py\n",
"from nose.tools import assert_equal\n",
"from nose.tools import raises\n",
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"\n",
"\n",
"class TestBstValidate(object):\n",
"\n",
" @raises(Exception)\n",
" def test_bst_validate_empty(self):\n",
" validate_bst(None)\n",
"\n",
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" def test_bst_validate(self):\n",
" node = Node(5)\n",
" insert(node, 8)\n",
" insert(node, 5)\n",
" insert(node, 6)\n",
" insert(node, 4)\n",
" insert(node, 7)\n",
" assert_equal(validate_bst(node), True)\n",
"\n",
" root = Node(5)\n",
" left = Node(5)\n",
" right = Node(8)\n",
" invalid = Node(20)\n",
" root.left = left\n",
" root.right = right\n",
" root.left.right = invalid\n",
" assert_equal(validate_bst(root), False)\n",
"\n",
" print('Success: test_bst_validate')\n",
"\n",
"\n",
"def main():\n",
" test = TestBstValidate()\n",
" test.test_bst_validate_empty()\n",
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" test.test_bst_validate()\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Success: test_bst_validate\n"
]
}
],
"source": [
"%run -i test_bst_validate.py"
]
}
],
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"kernelspec": {
"display_name": "Python 3",
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"language": "python",
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