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August 4, 2014 22:06
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| { | |
| "metadata": { | |
| "name": "", | |
| "signature": "sha256:8d55e87ed2c00afdc498a9d9e093a20094edc02ebc238573bd3d90fdfef88f29" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "import timeit\n", | |
| "from astropy.io import ascii\n", | |
| "import pandas\n", | |
| "import numpy as np\n", | |
| "from astropy.table import Table, Column\n", | |
| "import cStringIO as StringIO\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "%matplotlib inline" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 1 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "def make_table(size=10000, n_floats=10, n_ints=0, n_strs=0, float_format=None, str_val=None):\n", | |
| " if str_val is None:\n", | |
| " str_val = \"abcde12345\"\n", | |
| " cols = []\n", | |
| " for i in xrange(n_floats):\n", | |
| " dat = np.random.uniform(low=1, high=10, size=size)\n", | |
| " cols.append(Column(dat, name='f{}'.format(i)))\n", | |
| " for i in xrange(n_ints):\n", | |
| " dat = np.random.randint(low=-9999999, high=9999999, size=size)\n", | |
| " cols.append(Column(dat, name='i{}'.format(i)))\n", | |
| " for i in xrange(n_strs):\n", | |
| " dat = np.repeat(str_val, size)\n", | |
| " cols.append(Column(dat, name='s{}'.format(i)))\n", | |
| " t = Table(cols)\n", | |
| "\n", | |
| " if float_format is not None:\n", | |
| " for col in t.columns.values():\n", | |
| " if col.name.startswith('f'):\n", | |
| " col.format = float_format\n", | |
| "\n", | |
| " fh1 = StringIO.StringIO()\n", | |
| " t.write(fh1, format='ascii')\n", | |
| " return fh1" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 2 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "def plot_case(n_floats=10, n_ints=0, n_strs=0, float_format=None, str_val=None):\n", | |
| " global table1\n", | |
| " n_rows = (100, 200, 500, 1000, 2000, 5000, 10000, 20000, 50000) # include 50000 for publish run\n", | |
| " numbers = (10, 10, 5, 2, 1, 1, 1, 1, 1)\n", | |
| " repeats = (3, 3, 3, 3, 3, 3, 3, 2, 1)\n", | |
| " times_slow = []\n", | |
| " times_fast = []\n", | |
| " times_pandas = []\n", | |
| " times_genfromtxt = []\n", | |
| " for n_row, number, repeat in zip(n_rows, numbers, repeats):\n", | |
| " table1 = make_table(n_row, n_floats, n_ints, n_strs, float_format)\n", | |
| " t = timeit.repeat(\"table1.seek(0); ascii.read(table1, use_fast_reader=False, format='basic', guess=False)\", \n", | |
| " setup='from __main__ import ascii, table1', number=number, repeat=repeat)\n", | |
| " times_slow.append(min(t) / number)\n", | |
| " t = timeit.repeat(\"table1.seek(0); ascii.read(table1, use_fast_reader=True, format='basic', guess=False)\", \n", | |
| " setup='from __main__ import ascii, table1', number=number, repeat=repeat)\n", | |
| " times_fast.append(min(t) / number)\n", | |
| " t = timeit.repeat(\"table1.seek(0); pandas.read_csv(table1, sep=' ', header=0)\", \n", | |
| " setup='from __main__ import table1, pandas', number=number, repeat=repeat)\n", | |
| " times_pandas.append(min(t) / number)\n", | |
| " t = timeit.repeat(\"table1.seek(0); np.genfromtxt(table1, names=True)\", \n", | |
| " setup='from __main__ import table1, np', number=number, repeat=repeat)\n", | |
| " times_genfromtxt.append(min(t) / number)\n", | |
| " plt.loglog(n_rows, times_slow, '-ob', label='io.ascii Python')\n", | |
| " plt.loglog(n_rows, times_fast, '-or', label='io.ascii Fast-c')\n", | |
| " plt.loglog(n_rows, times_pandas, '-oc', label='Pandas')\n", | |
| " plt.loglog(n_rows, times_genfromtxt, '-om', label='np.genfromtxt', alpha=0.5)\n", | |
| " plt.grid()\n", | |
| " plt.legend(loc='best')\n", | |
| " plt.title('n_floats={} n_ints={} n_strs={} float_format={}'.format(n_floats, n_ints, n_strs, float_format))\n", | |
| " plt.xlabel('Number of rows')\n", | |
| " plt.ylabel('Time (sec)')\n", | |
| " print('Fast-C to Python speed ratio: {:.2f} : 1'.format(times_slow[-1] / times_fast[-1]))\n", | |
| " print('Pandas to Fast-C speed ratio: {:.2f} : 1'.format(times_fast[-1] / times_pandas[-1]))" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 3 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "plot_case(n_floats=10, n_ints=0, n_strs=0, float_format=None)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "Fast-C to Python speed ratio: 2.12 : 1\n", | |
| "Pandas to Fast-C speed ratio: 3.60 : 1\n" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
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raDQaysrKuOOOO+jQoQMnTpwgPT2d++6rWQ4dofdSOnfuHF9//TV9+vThuuuuw8/Pr4LK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\nDtscw4AB8E//FO5utBpftQ/nSSeOfAfVV6tJGZRC+rx0Ens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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x1059c5290>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 4 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "plot_case(n_floats=10, n_ints=10, n_strs=10, float_format=None)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "Fast-C to Python speed ratio: 2.78 : 1\n", | |
| "Pandas to Fast-C speed ratio: 2.33 : 1\n" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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Gs2bN8PHxISQkhAcffJD8/HybnkOj0ZgNJKhQ2JL6msdRnFnMpe8ucf6z83h0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\nmOrGRt4aO5brfHnthRA9pocxjhlAPfA72gJHEnAYuB2oBfY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43gI8hAoaoILEbaiW0zbU\nmMpW73OzgL/znmtHdbMJIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQoje5P8B3EZD\ngqvrbksAAAAASUVORK5CYII=\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x1068433d0>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 5 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "plot_case(n_floats=10, n_ints=10, n_strs=10, float_format='%.4f')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "Fast-C to Python speed ratio: 4.54 : 1\n", | |
| "Pandas to Fast-C speed ratio: 1.77 : 1\n" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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2AwlqNM7EFT4Os8mM8YCRrK1ZmI1m/K7wo0X3Frg1d1P5WG04cgRuvx1uuw0e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\nhsJRhWEvj+jc2aYmfnvmDC+cPs3Z5mbuzs7mq9nZlKSnR7t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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x104c08510>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 6 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "plot_case(n_floats=10, n_ints=0, n_strs=0, float_format='%.4f')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "Fast-C to Python speed ratio: 5.82 : 1\n", | |
| "Pandas to Fast-C speed ratio: 2.06 : 1\n" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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syZEDR9j34z6oADyga8+u+O70xbeXL8HDVe6MpqZFOccVCoX1aIp8HELAkiVw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\nzREjGN/H27UK4Qt0P8ax4o47evZJvzNsNrX6ub6+9fbUww/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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x107541550>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 7 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "plot_case(n_floats=0, n_ints=0, n_strs=10)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "Fast-C to Python speed ratio: 3.17 : 1\n", | |
| "Pandas to Fast-C speed ratio: 3.43 : 1\n" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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PDzOPRqGwX4rTi8nckknesTw8btLbMKwgMEAKjWnT1pKQMN9QlpAwC8AuhUdD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\nnj5OfSg8U0jWjiyKLhRxa5dbSWuThkdfjzoLDZ1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wr0/ExpG8GF44AH5WW8uKW27BnpYW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\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11014ad10>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 8 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "plot_case(n_floats=0, n_ints=0, n_strs=10, str_val=\"'asdf asdfa'\")" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "Fast-C to Python speed ratio: 3.49 : 1\n", | |
| "Pandas to Fast-C speed ratio: 3.13 : 1\n" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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TTz7J2rVrycrKAmSSJCGEyQAXGhpq2t/b25v8/HxApp5t06aNaZuPj0+FUcPR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\nqDOoqsnBlDyAIRMaicuMA/N4ME9rc27rdlISnLJQy1VYCH5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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x1059c5410>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 9 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "plot_case(n_floats=0, n_ints=10, n_strs=0)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "Fast-C to Python speed ratio: 6.23 : 1\n", | |
| "Pandas to Fast-C speed ratio: 2.20 : 1\n" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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lJiYSFxcHYHxfOhphlDWO3wL8ZLL8CqUG8mthNstVZeVCCLFhyxYRFRMjBsXE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\nhVST2NmHgjdMLLY5HFxssXB7fj635edzoTnxRmmCMBqMdMQ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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x1076225d0>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 10 | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
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