interactive-coding-challenges/linked_lists/partition/partition_solution.ipynb

250 lines
6.5 KiB
Python

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"This notebook was prepared by [Donne Martin](http://donnemartin.com). Source and license info is on [GitHub](https://github.com/donnemartin/interactive-coding-challenges)."
]
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"metadata": {},
"source": [
"# Solution Notebook"
]
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{
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"metadata": {},
"source": [
"## Problem: Partition a linked list around a value x, such that all nodes less than x come before all nodes greater than or equal to x.\n",
"\n",
"* [Constraints](#Constraints)\n",
"* [Test Cases](#Test-Cases)\n",
"* [Algorithm](#Algorithm)\n",
"* [Code](#Code)\n",
"* [Unit Test](#Unit-Test)"
]
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"metadata": {},
"source": [
"## Constraints\n",
"\n",
"* Can we assume this is a non-circular, singly linked list?\n",
" * Yes\n",
"* Do we expect the function to return a new list?\n",
" * Yes\n",
"* Can we assume the input x is valid?\n",
" * Yes\n",
"* Can we assume we already have a linked list class that can be used for this problem?\n",
" * Yes\n",
"* Can we create additional data structures?\n",
" * Yes\n",
"* Can we assume this fits in memory?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"* Empty list -> []\n",
"* One element list -> [element]\n",
"* Left linked list is empty\n",
"* Right linked list is empty\n",
"* General case\n",
" * Partition = 10\n",
" * Input: 4, 3, 13, 8, 10, 1, 10, 12\n",
" * Output: 4, 3, 8, 1, 10, 10, 13, 12"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"* Create left and right linked lists\n",
"* For each element in the list\n",
" * If elem < x, append to the left list\n",
" * else, append to the right list\n",
"* Merge left and right lists\n",
"\n",
"Complexity:\n",
"* Time: O(n)\n",
"* Space: O(n)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%run ../linked_list/linked_list.py"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"class MyLinkedList(LinkedList):\n",
"\n",
" def partition(self, data):\n",
" if self.head is None:\n",
" return\n",
" left = MyLinkedList(None)\n",
" right = MyLinkedList(None)\n",
" curr = self.head\n",
"\n",
" # Build the left and right lists\n",
" while curr is not None:\n",
" if curr.data < data:\n",
" left.append(curr.data)\n",
" elif curr.data == data:\n",
" right.insert_to_front(curr.data)\n",
" else:\n",
" right.append(curr.data)\n",
" curr = curr.next\n",
" curr_left = left.head\n",
" if curr_left is None:\n",
" return right\n",
" else:\n",
" # Merge the two lists\n",
" while curr_left.next is not None:\n",
" curr_left = curr_left.next\n",
" curr_left.next = right.head\n",
" return left"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting test_partition.py\n"
]
}
],
"source": [
"%%writefile test_partition.py\n",
"import unittest\n",
"\n",
"\n",
"class TestPartition(unittest.TestCase):\n",
"\n",
" def test_partition(self):\n",
" print('Test: Empty list')\n",
" linked_list = MyLinkedList(None)\n",
" linked_list.partition(10)\n",
" self.assertEqual(linked_list.get_all_data(), [])\n",
"\n",
" print('Test: One element list, left list empty')\n",
" linked_list = MyLinkedList(Node(5))\n",
" linked_list.partition(0)\n",
" self.assertEqual(linked_list.get_all_data(), [5])\n",
"\n",
" print('Test: Right list is empty')\n",
" linked_list = MyLinkedList(Node(5))\n",
" linked_list.partition(10)\n",
" self.assertEqual(linked_list.get_all_data(), [5])\n",
"\n",
" print('Test: General case')\n",
" # Partition = 10\n",
" # Input: 4, 3, 13, 8, 10, 1, 14, 10, 12\n",
" # Output: 4, 3, 8, 1, 10, 10, 13, 14, 12\n",
" linked_list = MyLinkedList(Node(12))\n",
" linked_list.insert_to_front(10)\n",
" linked_list.insert_to_front(14)\n",
" linked_list.insert_to_front(1)\n",
" linked_list.insert_to_front(10)\n",
" linked_list.insert_to_front(8)\n",
" linked_list.insert_to_front(13)\n",
" linked_list.insert_to_front(3)\n",
" linked_list.insert_to_front(4)\n",
" partitioned_list = linked_list.partition(10)\n",
" self.assertEqual(partitioned_list.get_all_data(),\n",
" [4, 3, 8, 1, 10, 10, 13, 14, 12])\n",
"\n",
" print('Success: test_partition')\n",
"\n",
"\n",
"def main():\n",
" test = TestPartition()\n",
" test.test_partition()\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test: Empty list\n",
"Test: One element list, left list empty\n",
"Test: Right list is empty\n",
"Test: General case\n",
"Success: test_partition\n"
]
}
],
"source": [
"run -i test_partition.py"
]
}
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