interactive-coding-challenges/graphs_trees/bst_validate/bst_validate_solution.ipynb
2017-06-05 20:27:49 -04:00

247 lines
5.6 KiB
Python

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"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: 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",
"* Can we assume we already have a Node class?\n",
" * Yes\n",
"* Can we assume this fits in memory?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"None -> exception\n",
"\n",
"<pre>\n",
"Valid:\n",
" 5\n",
" / \\\n",
" 5 8\n",
" / /\n",
" 4 6\n",
" \\\n",
" 7\n",
" \n",
"Invalid:\n",
" 5\n",
" / \\\n",
" 5 8\n",
" \\ \n",
" 20\n",
"</pre>"
]
},
{
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"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"We'll use a recursive solution that validates 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",
"* 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
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"outputs": [],
"source": [
"%run ../bst/bst.py"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
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"outputs": [],
"source": [
"import sys\n",
"\n",
"\n",
"class BstValidate(Bst):\n",
"\n",
" def validate(self):\n",
" if self.root is None:\n",
" raise TypeError('No root node')\n",
" return self._validate(self.root)\n",
"\n",
" def _validate(self, node, minimum=-sys.maxsize, maximum=sys.maxsize):\n",
" if node is None:\n",
" return True\n",
" if node.data <= minimum or node.data > maximum:\n",
" return False\n",
" if not self._validate(node.left, minimum, node.data):\n",
" return False\n",
" if not self._validate(node.right, node.data, maximum):\n",
" return False\n",
" return True"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
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"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",
"\n",
"\n",
"class TestBstValidate(object):\n",
"\n",
" @raises(Exception)\n",
" def test_bst_validate_empty(self):\n",
" validate_bst(None)\n",
"\n",
" def test_bst_validate(self):\n",
" bst = BstValidate(Node(5))\n",
" bst.insert(8)\n",
" bst.insert(5)\n",
" bst.insert(6)\n",
" bst.insert(4)\n",
" bst.insert(7)\n",
" assert_equal(bst.validate(), True)\n",
"\n",
" bst = BstValidate(Node(5))\n",
" left = Node(5)\n",
" right = Node(8)\n",
" invalid = Node(20)\n",
" bst.root.left = left\n",
" bst.root.right = right\n",
" bst.root.left.right = invalid\n",
" assert_equal(bst.validate(), False)\n",
"\n",
" print('Success: test_bst_validate')\n",
"\n",
"\n",
"def main():\n",
" test = TestBstValidate()\n",
" test.test_bst_validate_empty()\n",
" test.test_bst_validate()\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Success: test_bst_validate\n"
]
}
],
"source": [
"%run -i test_bst_validate.py"
]
}
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