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felixbr/python_profiling.ipynb

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Python Profiling
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python_profiling.ipynb
{
"metadata": {
"name": "",
"signature": "sha256:93051a6f0ce1a8b130641cc6ace0cc88fabfa95824c9b347ad065bdbaabd95f4"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Contextmanagers for Performance Profiling ##"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from __future__ import print_function, absolute_import, unicode_literals\n",
"from contextlib import contextmanager\n",
"from time import time\n",
"from StringIO import StringIO\n",
"import cProfile, pstats\n",
"\n",
"\n",
"@contextmanager\n",
"def runtime_logging(task_name, logger=None):\n",
" t_start = time()\n",
" yield\n",
" t_stop = time()\n",
" \n",
" t_elapsed = t_stop - t_start\n",
" \n",
" result = 'Took {1:4.3f}s for task: \"{0}\"'.format(task_name, t_elapsed)\n",
" \n",
" if logger:\n",
" logger.debug(result)\n",
" else:\n",
" print(result)\n",
" \n",
" \n",
"@contextmanager\n",
"def runtime_profiling(task_name, logger=None):\n",
" pr = cProfile.Profile()\n",
" pr.enable()\n",
" yield\n",
" pr.disable()\n",
" \n",
" # some in-memory file voodoo\n",
" s = StringIO()\n",
" ps = pstats.Stats(pr, stream=s).sort_stats('tottime')\n",
" ps.print_stats()\n",
" \n",
" if logger:\n",
" logger.debug(s.getvalue())\n",
" else:\n",
" print(s.getvalue())"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 164
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Usage Examples ##"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import requests\n",
"\n",
"with runtime_logging('fetching google.com'):\n",
" requests.get('http://google.com') \n",
" \n",
"with runtime_logging('doing nothing'):\n",
" pass "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Took 0.224s for task: \"fetching google.com\"\n",
"Took 0.000s for task: \"doing nothing\"\n"
]
}
],
"prompt_number": 165
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"with runtime_profiling('fetching google.com'): \n",
" requests.get('http://google.com') "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 5238 function calls (5229 primitive calls) in 0.215 seconds\n",
"\n",
" Ordered by: internal time\n",
"\n",
" ncalls tottime percall cumtime percall filename:lineno(function)\n",
" 8 0.155 0.019 0.155 0.019 {method 'recv' of '_socket.socket' objects}\n",
" 2 0.047 0.023 0.047 0.023 {method 'connect' of '_socket.socket' objects}\n",
" 2 0.001 0.000 0.001 0.000 {_socket.getaddrinfo}\n",
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" 782 0.000 0.000 0.000 0.000 {method 'lower' of 'str' objects}\n",
" 4 0.000 0.000 0.000 0.000 {nt.stat}\n",
" 12 0.000 0.000 0.000 0.000 C:\\Python27\\lib\\rfc822.py:228(getallmatchingheaders)\n",
" 3 0.000 0.000 0.001 0.000 C:\\Python27\\lib\\cookielib.py:444(parse_ns_headers)\n",
" 24 0.000 0.000 0.000 0.000 {setattr}\n",
" 38 0.000 0.000 0.001 0.000 C:\\Python27\\lib\\urlparse.py:136(urlparse)\n",
" 5 0.000 0.000 0.000 0.000 {_winreg.OpenKey}\n",
" 107 0.000 0.000 0.000 0.000 {isinstance}\n",
" 5 0.000 0.000 0.000 0.000 C:\\Python27\\lib\\urllib.py:1355(getproxies_environment)\n",
" 46 0.000 0.000 0.000 0.000 C:\\Python27\\lib\\urlparse.py:167(urlsplit)\n",
" 24 0.000 0.000 0.000 0.000 C:\\Python27\\lib\\Queue.py:150(get)\n",
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" 6 0.000 0.000 0.004 0.001 C:\\Python27\\lib\\cookielib.py:1635(extract_cookies)\n",
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" 2/1 0.000 0.000 0.212 0.212 C:\\Python27\\lib\\site-packages\\requests\\sessions.py:535(send)\n",
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"\n",
"\n",
"\n"
]
}
],
"prompt_number": 169
}
],
"metadata": {}
}
]
}
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