mirror of
https://github.com/donnemartin/interactive-coding-challenges.git
synced 2024-03-22 13:11:13 +08:00
149 lines
3.4 KiB
Plaintext
149 lines
3.4 KiB
Plaintext
|
{
|
||
|
"cells": [
|
||
|
{
|
||
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"## Problem: Implement merge sort.\n",
|
||
|
"\n",
|
||
|
"* [Clarifying Questions](#Clarifying-Questions)\n",
|
||
|
"* [Test Cases](#Test-Cases)\n",
|
||
|
"* [Algorithm](#Algorithm)\n",
|
||
|
"* [Code](#Code)\n",
|
||
|
"* [Pythonic-Code](#Pythonic-Code)"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"## Clarifying Questions\n",
|
||
|
"\n",
|
||
|
"* Is a naiive merge sort ok?\n",
|
||
|
" * Yes"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"## Test Cases\n",
|
||
|
"\n",
|
||
|
"* Empty input\n",
|
||
|
"* One element\n",
|
||
|
"* Two or more elements\n",
|
||
|
"* Left and right subarrays of different lengths"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"## Algorithm\n",
|
||
|
"\n",
|
||
|
"Wikipedia's animation:\n",
|
||
|
"![alt text](http://upload.wikimedia.org/wikipedia/commons/c/cc/Merge-sort-example-300px.gif)\n",
|
||
|
"\n",
|
||
|
"* Recursively split array into left and right halves\n",
|
||
|
"* Merge split arrays\n",
|
||
|
" * Using two pointers, one for each half starting at index 0\n",
|
||
|
" * Add the smaller element to the result array\n",
|
||
|
" * Inrement pointer where smaller element exists\n",
|
||
|
" * Copy remaining elements to the result array\n",
|
||
|
" * Return result array\n",
|
||
|
"\n",
|
||
|
"Complexity:\n",
|
||
|
"* Time: O(n log(n))\n",
|
||
|
"* Space: O(n), stable"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "markdown",
|
||
|
"metadata": {},
|
||
|
"source": [
|
||
|
"## Code"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
|
"execution_count": null,
|
||
|
"metadata": {
|
||
|
"collapsed": false
|
||
|
},
|
||
|
"outputs": [],
|
||
|
"source": [
|
||
|
"def merge(left, right):\n",
|
||
|
" l = 0\n",
|
||
|
" r = 0\n",
|
||
|
" result = []\n",
|
||
|
" while l < len(left) and r < len(right):\n",
|
||
|
" if left[l] < right[r]:\n",
|
||
|
" result.append(left[l])\n",
|
||
|
" l += 1\n",
|
||
|
" else:\n",
|
||
|
" result.append(right[r])\n",
|
||
|
" r += 1\n",
|
||
|
" while l < len(left):\n",
|
||
|
" result.append(left[l])\n",
|
||
|
" l += 1\n",
|
||
|
" while r < len(right):\n",
|
||
|
" result.append(right[r])\n",
|
||
|
" r += 1\n",
|
||
|
" return result\n",
|
||
|
"\n",
|
||
|
"def merge_sort(data):\n",
|
||
|
" if len(data) < 2:\n",
|
||
|
" return data\n",
|
||
|
" mid = len(data) / 2\n",
|
||
|
" left = data[0:mid]\n",
|
||
|
" right = data[mid:len(data)]\n",
|
||
|
" left = merge_sort(left)\n",
|
||
|
" right = merge_sort(right)\n",
|
||
|
" return merge(left, right)"
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"cell_type": "code",
|
||
|
"execution_count": null,
|
||
|
"metadata": {
|
||
|
"collapsed": false
|
||
|
},
|
||
|
"outputs": [],
|
||
|
"source": [
|
||
|
"print('Empty input')\n",
|
||
|
"data = []\n",
|
||
|
"merge_sort(data)\n",
|
||
|
"print(data)\n",
|
||
|
"print('One element')\n",
|
||
|
"data = [5]\n",
|
||
|
"merge_sort(data)\n",
|
||
|
"print(data)\n",
|
||
|
"print('Two or more elements')\n",
|
||
|
"data = [5, 1, 7, 2, 6, -3, 5, 7, -1]\n",
|
||
|
"print(merge_sort(data))"
|
||
|
]
|
||
|
}
|
||
|
],
|
||
|
"metadata": {
|
||
|
"kernelspec": {
|
||
|
"display_name": "Python 2",
|
||
|
"language": "python",
|
||
|
"name": "python2"
|
||
|
},
|
||
|
"language_info": {
|
||
|
"codemirror_mode": {
|
||
|
"name": "ipython",
|
||
|
"version": 2
|
||
|
},
|
||
|
"file_extension": ".py",
|
||
|
"mimetype": "text/x-python",
|
||
|
"name": "python",
|
||
|
"nbconvert_exporter": "python",
|
||
|
"pygments_lexer": "ipython2",
|
||
|
"version": "2.7.9"
|
||
|
}
|
||
|
},
|
||
|
"nbformat": 4,
|
||
|
"nbformat_minor": 0
|
||
|
}
|