interactive-coding-challenges/sorting-searching/quick-sort.ipynb
2015-05-29 06:08:15 -04:00

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"## Problem: Implement quick 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 quicksort (ie not in-place) ok?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"* Empty input\n",
"* One element\n",
"* Two or more elements"
]
},
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"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"Wikipedia's animation:\n",
"![alt text](http://upload.wikimedia.org/wikipedia/commons/6/6a/Sorting_quicksort_anim.gif)\n",
"\n",
"* Set pivot to the middle element in the data\n",
"* For each element:\n",
" * If current element is the pivot, continue\n",
" * If the element is less than the pivot, add to left array\n",
" * Else, add to right array\n",
"* Recursively apply quicksort to the left array\n",
"* Recursively apply quicksort to the right array\n",
"* Merge the left array + pivot + right array\n",
"\n",
"Complexity:\n",
"* Time: O(n log(n)) average, best, O(n^2) worst\n",
"* Space: O(n), n extra space, n recursion depth, generally not stable"
]
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"source": [
"## Code"
]
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"def quick_sort(data):\n",
" if len(data) < 2:\n",
" return data\n",
" left = []\n",
" right = []\n",
" pivot_index = len(data) / 2\n",
" pivot_value = data[pivot_index]\n",
" for i in xrange(0, len(data)):\n",
" if i == pivot_index:\n",
" continue\n",
" if data[i] < pivot_value:\n",
" left.append(data[i])\n",
" else:\n",
" right.append(data[i])\n",
" left = quick_sort(left)\n",
" right = quick_sort(right)\n",
" return left + [pivot_value] + right"
]
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"print('Empty input')\n",
"data = []\n",
"#quick_sort(data)\n",
"print(data)\n",
"print('One element')\n",
"data = [5]\n",
"#quick_sort(data)\n",
"print(data)\n",
"print('Two or more elements')\n",
"data = [5, 1, 7, 2, 6, -3, 5, 7, -1]\n",
"print(quick_sort(data))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pythonic-Code\n",
"\n",
"From http://stackoverflow.com/questions/18262306/quick-sort-with-python"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
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"source": [
"def quick_sort(arr): \n",
" if len(arr) <= 1:\n",
" return arr\n",
" else:\n",
" return qsort([x for x in arr[1:] if x<arr[0]]) + [arr[0]] + qsort([x for x in arr[1:] if x>=arr[0]])"
]
}
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