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"<small><i>This notebook was prepared by [Donne Martin](http://donnemartin.com). Source and license info is on [GitHub](https://bit.ly/code-notes).</i></small>"
]
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"## Problem: Implement merge sort.\n",
"\n",
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"* [Constraints and Assumptions](#Constraints-and-Assumptions)\n",
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"* [Test Cases](#Test-Cases)\n",
"* [Algorithm](#Algorithm)\n",
"* [Code](#Code)\n",
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"* [Unit Test](#Unit-Test)"
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]
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{
"cell_type": "markdown",
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"## Constraints and Assumptions\n",
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"\n",
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"*Problem statements are often intentionally ambiguous. Identifying constraints and stating assumptions can help to ensure you code the intended solution.*\n",
"\n",
"* Are you looking for a naiive solution?\n",
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" * Yes"
]
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"## Test Cases\n",
"\n",
"* Empty input\n",
"* One element\n",
"* Two or more elements\n",
"* Left and right subarrays of different lengths"
]
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"## 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"
]
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"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
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"cell_type": "code",
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"execution_count": 1,
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"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)"
]
},
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{
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"source": [
"## Unit Test\n",
"\n",
"*It is important to identify and run through general and edge cases from the [Test Cases](#Test-Cases) section by hand. You generally will not be asked to write a unit test like what is shown below.*"
]
},
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"execution_count": 2,
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Empty input\n",
"One element\n",
"Two or more elements\n",
"Success: test_merge_sort\n"
]
}
],
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"source": [
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"from nose.tools import assert_equal\n",
"\n",
"class Test(object):\n",
" def test_merge_sort(self):\n",
" print('Empty input')\n",
" data = []\n",
" merge_sort(data)\n",
" assert_equal(data, [])\n",
"\n",
" print('One element')\n",
" data = [5]\n",
" merge_sort(data)\n",
" assert_equal(data, [5])\n",
"\n",
" print('Two or more elements')\n",
" data = [5, 1, 7, 2, 6, -3, 5, 7, -1]\n",
" data = merge_sort(data)\n",
" assert_equal(data, sorted(data))\n",
" \n",
" print('Success: test_merge_sort')\n",
"\n",
"if __name__ == '__main__':\n",
" test = Test()\n",
" test.test_merge_sort()"
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