{ "metadata": { "name": "", "signature": "sha256:384b8dd4853850189fbd99c1fe5e30359db2ddcb09c72bb195571845014e5c6b" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[Sebastian Raschka](http://sebastianraschka.com) \n", "\n", "\n", "- [Open in IPython nbviewer](http://nbviewer.ipython.org/github/rasbt/One-Python-benchmark-per-day/blob/master/ipython_nbs/day7_numpy_numexpr.ipynb?create=1) \n", "- [Link to this IPython notebook on Github](https://github.com/rasbt/One-Python-benchmark-per-day/blob/master/ipython_nbs/day7_numpy_numexpr.ipynb) \n", "- [Link to the GitHub Repository One-Python-benchmark-per-day](https://github.com/rasbt/One-Python-benchmark-per-day)\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import time\n", "print('Last updated: %s' %time.strftime('%d/%m/%Y'))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Last updated: 24/06/2014\n" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "I would be happy to hear your comments and suggestions. \n", "Please feel free to drop me a note via\n", "[twitter](https://twitter.com/rasbt), [email](mailto:bluewoodtree@gmail.com), or [google+](https://plus.google.com/118404394130788869227).\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Day 7 - One Python Benchmark per Day" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Speeding up NumPy array expressions with Numexpr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Numexpr](https://pypi.python.org/pypi/numexpr/2.4) is a \"fast numerical expression evaluator for NumPy\". It has a internal Virtual Machine to rewrite code more efficiently by breaking down operations into smaller chunks for the CPU cache. By using a JIT (just-in-time compiler), compilation at runtime is not necessary.\n", "\n", "As listed in the [documentation](https://github.com/pydata/numexpr/blob/master/README.rst), it currently supports the following operators:\n", "\n", "\n", " Logical operators: &, |, ~\n", " Comparison operators: <, <=, ==, !=, >=, >\n", " Unary arithmetic operators: -\n", " Binary arithmetic operators: +, -, *, /, **, %, <<, >>\n", "\n", "The usage is quite simple, we just have to provide the numerical expression that we want to evaluate as a string to the `evaluate` function, e.g., \n", "\n", " import numexpr\n", " import numpy\n", " a = numpy.array([[1, 2]])\n", " numexpr.evaluate('a ** 2')\n", " >> array([[1, 4]], dtype=int64)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "**-> [skip to the results](#Results)**\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** For this benchmark, we will compare different arithmetic operators for simple matrix calculations using NumPy arrays to their Numexpr equivalents. **\n", "
\n", "
" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "from numexpr import evaluate" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NumPy functions" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def numpy_modulus(A, B):\n", " return A % B\n", "\n", "def numpy_difference(A, B):\n", " return A - B\n", "\n", "def numpy_multiplication(A, B):\n", " return A * B\n", "\n", "def numpy_division(A, B):\n", " return A / B\n", "\n", "def numpy_power(A, B):\n", " return A ** B\n", "\n", "def numpy_squareroot(A, B=None):\n", " return np.sqrt(A)\n", "\n", "def numpy_sum(A, B=None):\n", " return np.sum(A)\n", "\n", "def numpy_log(A, B=None):\n", " return np.log(A)\n", "\n", "def numpy_logic_operator(A, B):\n", " return A < B\n", "\n", "def numpy_complex_expr(A, B):\n", " return(A*B-4.1*A > 2.5*B)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Numexpr equivalents" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def numexpr_modulus(A, B):\n", " return evaluate('A % B')\n", "\n", "def numexpr_difference(A, B):\n", " return evaluate('A - B')\n", "\n", "def numexpr_multiplication(A, B):\n", " return evaluate('A * B')\n", "\n", "def numexpr_division(A, B):\n", " return evaluate('A / B')\n", "\n", "def numexpr_power(A, B):\n", " return evaluate('A ** B')\n", "\n", "def numexpr_squareroot(A, B=None):\n", " return evaluate('sqrt(A)')\n", "\n", "def numexpr_sum(A, B=None):\n", " return evaluate('sum(A)')\n", "\n", "def numexpr_log(A, B=None):\n", " return evaluate('log(A)')\n", "\n", "def numexpr_logic_operator(A, B):\n", " return evaluate('A < B')\n", "\n", "def numexpr_complex_expr(A, B):\n", " return evaluate('A*B-4.1*A > 2.5*B')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Timing" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import timeit\n", "\n", "orders_n = [10**n for n in range(1, 5)]\n", "\n", "funcs = ['modulus', 'difference', 'multiplication', \n", " 'division', 'power', 'log', 'sum', 'squareroot',\n", " 'logic_operator', 'complex_expr']\n", "\n", "timings_np = {f:[] for f in funcs}\n", "timings_ne = {f:[] for f in funcs}\n", "\n", "for n in orders_n:\n", " for f in funcs:\n", " A = np.random.rand(n,n)\n", " B = np.random.rand(n,n)\n", " timings_np[f].append(min(timeit.Timer('numpy_%s(A, B)' %f, \n", " 'from __main__ import A, B, numpy_%s' %f)\n", " .repeat(repeat=3, number=1)))\n", " timings_ne[f].append(min(timeit.Timer('numexpr_%s(A, B)' %f, \n", " 'from __main__ import A, B, numexpr_%s' %f)\n", " .repeat(repeat=3, number=1)))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting up plots" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import platform\n", "import datetime\n", "import numexpr\n", "import multiprocessing\n", "\n", "\n", "def print_sysinfo():\n", " print('\\ndate: :', str(datetime.date.today()))\n", " print('\\nsystem :', platform.system())\n", " print('release :', platform.release())\n", " print('machine :', platform.machine())\n", " print('processor:', platform.processor())\n", " print('CPU count :', multiprocessing.cpu_count())\n", " print('interpreter:', platform.architecture()[0])\n", "\n", " print('\\nPython version', platform.python_version())\n", " print('compiler', platform.python_compiler())\n", " print('NumPy version', np.__version__)\n", " print('Numexpr version', numexpr.__version__)\n", " print('\\n\\n')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "import prettytable\n", "\n", "def summary_table(funcs):\n", " fit_table = prettytable.PrettyTable(['n=%s' %orders_n[-1], \n", " 'Numexpr function' ,\n", " 'rel. performance gain via Numexpr'])\n", " fit_table.align['Numexpr function'] = 'l'\n", " for f in funcs:\n", " fit_table.add_row(['', f, '{:.2f}x'.format(timings_np[f][-1]/timings_ne[f][-1])])\n", " print(fit_table)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plt\n", "\n", "def plot_figures(funcs): \n", " fig = plt.figure(figsize=(12,20))\n", " for i,f in enumerate(funcs):\n", " plt.subplot(len(funcs)/2, 2, i)\n", " plt.plot([i**2 for i in orders_n], [i*100 for i in timings_np[f]], \n", " alpha=0.5, label='NumPy %s' %f, marker='o')\n", " plt.plot([i**2 for i in orders_n], [i*100 for i in timings_ne[f]], \n", " alpha=0.5, label='Numexpr %s' %f, marker='o')\n", " plt.legend(loc='upper left')\n", " plt.xscale('log')\n", " plt.yscale('log')\n", " plt.grid()\n", " plt.xlabel('number of elements per matrix')\n", " plt.ylabel('time in milliseconds') \n", " plt.show()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Results" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print_sysinfo()\n", "summary_table(funcs)\n", "plot_figures(funcs)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "date: : 2014-06-24\n", "\n", "system : Darwin\n", "release : 13.2.0\n", "machine : x86_64\n", "processor: i386\n", "CPU count : 4\n", "interpreter: 64bit\n", "\n", "Python version 3.4.1\n", "compiler GCC 4.2.1 (Apple Inc. build 5577)\n", "NumPy version 1.8.1\n", "Numexpr version 2.3.1\n", "\n", "\n", "\n", "+---------+------------------+-----------------------------------+\n", "| n=10000 | Numexpr function | rel. performance gain via Numexpr |\n", "+---------+------------------+-----------------------------------+\n", "| | modulus | 3.16x |\n", "| | difference | 1.32x |\n", "| | multiplication | 1.28x |\n", "| | division | 1.43x |\n", "| | power | 2.23x |\n", "| | log | 2.27x |\n", "| | sum | 0.90x |\n", "| | squareroot | 1.39x |\n", "| | logic_operator | 1.19x |\n", "| | complex_expr | 593.85x |\n", "+---------+------------------+-----------------------------------+\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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JdTW89v01dW7cuFFasGCBJEmS5ObmJslkMsnCwkKytLSUTp8+LYWHh0sjRoxQ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\ntmzZQnh4ODY2NgC8++67/O53v+Ovf/0rjo6ObNq0iTlz5lBcXMz+/fuxsPi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yL3Z5sVEG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bScbh8fH27fvq2RklOaRr6mlNQHpVASmR5JSGIIAP5u/vg6+Krz82rVhhIuXoSQEBg+HAYM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\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tor2kQHA7qm+kdAT09IGlp5one/liNsP58/DPQ9XUuxYxYlwxjW7FeAxyt2x8jPCPwMvV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\nly5dMm/v0aNHKCsrg5OTEyZ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"text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since `numexpr` makes use of multi-threading (thereby bypassing Python's GIL - Global Interpreter Lock) we can see an increase in performance for the especially CPU-heavy tasks when we are using `numexpr`, i.e., for larger matrix sizes and especially for more complex vectorized expressions (see the plot in the lower left)." ] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }