python_reference/benchmarks/palindrome_timeit.ipynb
2014-05-06 16:13:21 -04:00

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5.3 KiB
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"source": [
"[Sebastian Raschka](http://sebastianraschka.com) \n",
"last updated: 05/03/2014\n",
"\n",
"- [Link to this IPython Notebook on GitHub](https://github.com/rasbt/python_reference/blob/master/benchmarks/palindrome_timeit.ipynb) \n",
"- [Link to the GitHub repository](https://github.com/rasbt/python_reference) \n",
"\n",
"<br>\n",
"<br>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Timing different Implementations of palindrome functions"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import re\n",
"import timeit\n",
"import string\n",
"\n",
"# All functions return True if an input string is a palindrome. Else returns False.\n",
"\n",
"\n",
"\n",
"####\n",
"#### case-insensitive ignoring punctuation characters\n",
"####\n",
"\n",
"def palindrome_short(my_str):\n",
" stripped_str = \"\".join(l.lower() for l in my_str if l.isalpha())\n",
" return stripped_str == stripped_str[::-1]\n",
"\n",
"def palindrome_regex(my_str):\n",
" return re.sub('\\W', '', my_str.lower()) == re.sub('\\W', '', my_str[::-1].lower())\n",
"\n",
"def palindrome_stringlib(my_str):\n",
" LOWERS = set(string.ascii_lowercase)\n",
" letters = [c for c in my_str.lower() if c in LOWERS]\n",
" return letters == letters[::-1]\n",
"\n",
"LOWERS = set(string.ascii_lowercase)\n",
"def palindrome_stringlib2(my_str):\n",
" letters = [c for c in my_str.lower() if c in LOWERS]\n",
" return letters == letters[::-1]\n",
"\n",
"def palindrome_isalpha(my_str):\n",
" stripped_str = [l for l in my_str.lower() if l.isalpha()]\n",
" return stripped_str == stripped_str[::-1]\n",
"\n",
"\n",
"\n",
"####\n",
"#### functions considering all characters (case-sensitive)\n",
"####\n",
"\n",
"def palindrome_reverse1(my_str):\n",
" return my_str == my_str[::-1]\n",
"\n",
"def palindrome_reverse2(my_str):\n",
" return my_str == ''.join(reversed(my_str))\n",
"\n",
"def palindrome_recurs(my_str):\n",
" if len(my_str) < 2:\n",
" return True\n",
" if my_str[0] != my_str[-1]:\n",
" return False\n",
" return palindrome(my_str[1:-1])\n",
"\n",
"\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
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"cell_type": "code",
"collapsed": false,
"input": [
"test_str = \"Go hang a salami. I'm a lasagna hog.\"\n",
"\n",
"print('case-insensitive functions ignoring punctuation characters')\n",
"%timeit palindrome_short(test_str)\n",
"%timeit palindrome_regex(test_str)\n",
"%timeit palindrome_stringlib(test_str)\n",
"%timeit palindrome_stringlib2(test_str)\n",
"%timeit palindrome_isalpha(test_str)\n",
"\n",
"print('\\n\\nfunctions considering all characters (case-sensitive)')\n",
"%timeit palindrome_reverse1(test_str)\n",
"%timeit palindrome_reverse2(test_str)\n",
"%timeit palindrome_recurs(test_str)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"case-insensitive functions ignoring punctuation characters\n",
"100000 loops, best of 3: 15.3 \u00b5s per loop"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"100000 loops, best of 3: 19.9 \u00b5s per loop"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"100000 loops, best of 3: 13.5 \u00b5s per loop"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"100000 loops, best of 3: 8.58 \u00b5s per loop"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"100000 loops, best of 3: 9.42 \u00b5s per loop"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"\n",
"\n",
"functions considering all characters (case-sensitive)\n",
"1000000 loops, best of 3: 508 ns per loop"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"100000 loops, best of 3: 3.08 \u00b5s per loop"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"1000000 loops, best of 3: 480 ns per loop"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 11
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