interactive-coding-challenges/bit_manipulation/pairwise_swap/pairwise_swap_solution.ipynb

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2017-03-30 17:45:04 +08:00
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). 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: Swap the odd and even bits of a positive integer with as few operations as possible.\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 the input is always a positive int?\n",
" * Yes\n",
"* Can we assume we're working with 32 bits?\n",
" * Yes\n",
"* Is the output an int?\n",
" * Yes\n",
"* Can we assume the inputs are valid (not None)?\n",
" * No\n",
"* Can we assume this fits memory?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"* None -> Exception\n",
"* 0 -> 0\n",
"* -1 -> -1\n",
"* General case\n",
"<pre>\n",
" input = 0000 1001 1111 0110\n",
" result = 0000 0110 1111 1001\n",
"<pre>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"<pre>\n",
"* Isolate the odd bits with a mask:\n",
" 0000 1001 1111 0110 num\n",
" 1010 1010 1010 1010 mask\n",
" --------------------------------\n",
" 0000 1000 1010 0010 num & mask\n",
"\n",
"* Shift the odd bits right:\n",
" 0000 0100 0101 0001 odd\n",
"\n",
"* Isolate the even bits with a mask:\n",
" 0000 1001 1111 0110 num\n",
" 0101 0101 0101 0101 mask\n",
" --------------------------------\n",
" 0000 0001 0101 0100 num & mask\n",
"\n",
"* Shift the even bits left:\n",
" 0000 0010 1010 1000 even\n",
"\n",
"* Return even | odd\n",
" 0000 0100 0101 0001 odd\n",
" 0000 0010 1010 1000 even\n",
" --------------------------------\n",
" 0000 0110 1111 1001 odd | even\n",
"</pre>\n",
"\n",
"Complexity:\n",
"* Time: O(b), where b is the number of bits\n",
"* Space: O(b), where b is the number of bits"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
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"outputs": [],
"source": [
"class Bits(object):\n",
"\n",
" def pairwise_swap(self, num):\n",
" if num is None:\n",
" raise TypeError('num cannot be None')\n",
" if num == 0 or num == 1:\n",
" return num\n",
" odd = (num & int('1010101010101010', base=2)) >> 1\n",
" even = (num & int('0101010101010101', base=2)) << 1\n",
" return odd | even"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting test_pairwise_swap.py\n"
]
}
],
"source": [
"%%writefile test_pairwise_swap.py\n",
"from nose.tools import assert_equal, assert_raises\n",
"\n",
"\n",
"class TestBits(object):\n",
"\n",
" def test_pairwise_swap(self):\n",
" bits = Bits()\n",
" assert_equal(bits.pairwise_swap(0), 0)\n",
" assert_equal(bits.pairwise_swap(1), 1)\n",
" num = int('0000100111110110', base=2)\n",
" expected = int('0000011011111001', base=2)\n",
" assert_equal(bits.pairwise_swap(num), expected)\n",
" assert_raises(TypeError, bits.pairwise_swap, None)\n",
" \n",
" print('Success: test_pairwise_swap')\n",
"\n",
"\n",
"def main():\n",
" test = TestBits()\n",
" test.test_pairwise_swap()\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Success: test_pairwise_swap\n"
]
}
],
"source": [
"%run -i test_pairwise_swap.py"
]
}
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