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interactive-coding-challenges/linked_lists/add_reverse/add_reverse_solution.ipynb

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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)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Solution Notebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Problem: Add two numbers whose digits are stored in a linked list in reverse order.\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 this is a non-circular, singly linked list?\n",
" * Yes\n",
"* Do we expect the return to be in reverse order too?\n",
" * Yes\n",
"* What if one of the inputs is None?\n",
" * Return None for an invalid operation\n",
"* How large are these numbers--can they fit in memory?\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 assume this fits in memory?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"* Empty list(s) -> None\n",
"* Add values of different lengths\n",
" * Input 1: 6->5->None\n",
" * Input 2: 9->8->7\n",
" * Result: 5->4->8\n",
"* Add values of same lengths\n",
" * Exercised from values of different lengths\n",
" * Done here for completeness"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"We could solve this with an iterative or a recursive algorithm, both are well suited for this exercise. We'll use a recursive algorithm for practice with recursion. Note this takes an extra space of O(m) where m is the recursion depth.\n",
"\n",
"* Base case:\n",
" * if first and second lists are None AND carry is zero\n",
" * Return None\n",
"* Recursive case:\n",
" * Set `value` to `carry`\n",
" * Add both nodes' `data` to `value`\n",
" * Set the `carry` to 1 if `value >= 10, else 0`\n",
" * Set the `remainder` to `value % 10`\n",
" * Create a `node` with the `remainder`\n",
" * Set `node.next` to a recursive call on the `next` nodes, passing in the `carry`\n",
" * Return `node`\n",
"\n",
"Complexity:\n",
"* Time: O(n)\n",
"* Space: O(m), extra space for result and recursion depth\n",
"\n",
"Notes:\n",
"* Careful with adding if the lists differ\n",
" * Only add if a node is not None\n",
" * Alternatively, we could add trailing zeroes to the smaller list"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
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"outputs": [],
"source": [
"%run ../linked_list/linked_list.py"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
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"outputs": [],
"source": [
"class MyLinkedList(LinkedList):\n",
"\n",
" def _add_reverse(self, first_node, second_node, carry):\n",
" # Base case\n",
" if first_node is None and second_node is None and not carry:\n",
" return None\n",
"\n",
" # Recursive case\n",
" value = carry\n",
" value += first_node.data if first_node is not None else 0\n",
" value += second_node.data if second_node is not None else 0\n",
" carry = 1 if value >= 10 else 0\n",
" value %= 10\n",
" node = Node(value)\n",
" node.next = self._add_reverse(\n",
" first_node.next if first_node is not None else None,\n",
" second_node.next if first_node is not None else None,\n",
" carry)\n",
" return node\n",
"\n",
" def add_reverse(self, first_list, second_list):\n",
" # See constraints\n",
" if first_list is None or second_list is None:\n",
" return None\n",
" head = self._add_reverse(first_list.head, second_list.head, 0)\n",
" return MyLinkedList(head)"
]
},
{
"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_add_reverse.py\n"
]
}
],
"source": [
"%%writefile test_add_reverse.py\n",
"from nose.tools import assert_equal\n",
"\n",
"\n",
"class TestAddReverse(object):\n",
"\n",
" def test_add_reverse(self):\n",
" print('Test: Empty list(s)')\n",
" assert_equal(MyLinkedList().add_reverse(None, None), None)\n",
" assert_equal(MyLinkedList().add_reverse(Node(5), None), None)\n",
" assert_equal(MyLinkedList().add_reverse(None, Node(10)), None)\n",
"\n",
" print('Test: Add values of different lengths')\n",
" # Input 1: 6->5->None\n",
" # Input 2: 9->8->7\n",
" # Result: 5->4->8\n",
" first_list = MyLinkedList(Node(6))\n",
" first_list.append(5)\n",
" second_list = MyLinkedList(Node(9))\n",
" second_list.append(8)\n",
" second_list.append(7)\n",
" result = MyLinkedList().add_reverse(first_list, second_list)\n",
" assert_equal(result.get_all_data(), [5, 4, 8])\n",
"\n",
" print('Test: Add values of same lengths')\n",
" # Input 1: 6->5->4\n",
" # Input 2: 9->8->7\n",
" # Result: 5->4->2->1\n",
" first_head = Node(6)\n",
" first_list = MyLinkedList(first_head)\n",
" first_list.append(5)\n",
" first_list.append(4)\n",
" second_head = Node(9)\n",
" second_list = MyLinkedList(second_head)\n",
" second_list.append(8)\n",
" second_list.append(7)\n",
" result = MyLinkedList().add_reverse(first_list, second_list)\n",
" assert_equal(result.get_all_data(), [5, 4, 2, 1])\n",
"\n",
" print('Success: test_add_reverse')\n",
"\n",
"\n",
"def main():\n",
" test = TestAddReverse()\n",
" test.test_add_reverse()\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
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{
"name": "stdout",
"output_type": "stream",
"text": [
"Test: Empty list(s)\n",
"Test: Add values of different lengths\n",
"Test: Add values of same lengths\n",
"Success: test_add_reverse\n"
]
}
],
"source": [
"%run -i test_add_reverse.py"
]
}
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