interactive-coding-challenges/graphs_trees/tree_dfs/dfs_solution.ipynb
2016-03-02 07:50:28 -05:00

288 lines
7.1 KiB
Python

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"source": [
"<small><i>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).</i></small>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Solution Notebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Problem: Implement depth-first searches (in-order, pre-order, post-order traversals) 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"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\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",
"### Pre-Order Traversal\n",
"\n",
"* 5, 2, 8, 1, 3 -> 5, 2, 1, 3, 8\n",
"* 1, 2, 3, 4, 5 -> 1, 2, 3, 4, 5\n",
"\n",
"### Post-Order Traversal\n",
"\n",
"* 5, 2, 8, 1, 3 -> 1, 3, 2, 8, 5\n",
"* 1, 2, 3, 4, 5 -> 5, 4, 3, 2, 1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"## Test Cases\n",
"\n",
"### In-Order Traversal\n",
"\n",
"* Recursively call in-order traversal on the left child\n",
"* Visit the current node\n",
"* Recursively call in-order traversal on the right child\n",
"\n",
"Complexity:\n",
"* Time: O(n)\n",
"* Space: O(m), where m is the recursion depth, or O(1) if using an iterative approach\n",
"\n",
"Note:\n",
"* This is a form of a depth-first traversal\n",
"\n",
"### Pre-Order Traversal\n",
"\n",
"* Visit the current node\n",
"* Recursively call pre-order traversal on the left child\n",
"* Recursively call pre-order traversal on the right child\n",
"\n",
"Complexity:\n",
"* Time: O(n)\n",
"* Space: O(m), where m is the recursion depth, or O(1) if using an iterative approach\n",
"\n",
"Note:\n",
"* This is a form of a depth-first traversal\n",
"\n",
"### Post-Order Traversal\n",
"\n",
"* Recursively call post-order traversal on the left child\n",
"* Recursively call post-order traversal on the right child\n",
"* Visit the current node\n",
"\n",
"Complexity:\n",
"* Time: O(n)\n",
"* Space: O(m), where m is the recursion depth, or O(1) if using an iterative approach\n",
"\n",
"Note:\n",
"* This is a form of a depth-first traversal"
]
},
{
"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": [
"def in_order_traversal(node, visit_func):\n",
" if node is not None:\n",
" in_order_traversal(node.left, visit_func)\n",
" visit_func(node)\n",
" in_order_traversal(node.right, visit_func)\n",
"\n",
"def pre_order_traversal(node, visit_func):\n",
" if node is not None:\n",
" visit_func(node)\n",
" pre_order_traversal(node.left, visit_func)\n",
" pre_order_traversal(node.right, visit_func)\n",
"\n",
"def post_order_traversal(node, visit_func):\n",
" if node is not None:\n",
" post_order_traversal(node.left, visit_func)\n",
" post_order_traversal(node.right, visit_func)\n",
" visit_func(node)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%run ../utils/results.py"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting test_dfs.py\n"
]
}
],
"source": [
"%%writefile test_dfs.py\n",
"from nose.tools import assert_equal\n",
"\n",
"\n",
"class TestDfs(object):\n",
"\n",
" def __init__(self):\n",
" self.results = Results()\n",
"\n",
" def test_dfs(self):\n",
" node = Node(5)\n",
" insert(node, 2)\n",
" insert(node, 8)\n",
" insert(node, 1)\n",
" insert(node, 3)\n",
"\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",
" pre_order_traversal(node, self.results.add_result)\n",
" assert_equal(str(self.results), \"[5, 2, 1, 3, 8]\")\n",
" self.results.clear_results()\n",
"\n",
" post_order_traversal(node, self.results.add_result)\n",
" assert_equal(str(self.results), \"[1, 3, 2, 8, 5]\")\n",
" self.results.clear_results()\n",
"\n",
" node = Node(1)\n",
" insert(node, 2)\n",
" insert(node, 3)\n",
" insert(node, 4)\n",
" insert(node, 5)\n",
"\n",
" in_order_traversal(node, self.results.add_result)\n",
" assert_equal(str(self.results), \"[1, 2, 3, 4, 5]\")\n",
" self.results.clear_results()\n",
"\n",
" pre_order_traversal(node, self.results.add_result)\n",
" assert_equal(str(self.results), \"[1, 2, 3, 4, 5]\")\n",
" self.results.clear_results()\n",
"\n",
" post_order_traversal(node, self.results.add_result)\n",
" assert_equal(str(self.results), \"[5, 4, 3, 2, 1]\")\n",
"\n",
" print('Success: test_dfs')\n",
"\n",
"\n",
"def main():\n",
" test = TestDfs()\n",
" test.test_dfs()\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Success: test_dfs\n"
]
}
],
"source": [
"%run -i test_dfs.py"
]
}
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