Last active
June 23, 2018 07:49
-
-
Save jbarnoud/134c0747e343f3d61762b93feeec5add to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2018-06-23T07:41:50.193495Z", | |
| "start_time": "2018-06-23T07:41:49.540392Z" | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "%matplotlib inline" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2018-06-23T07:41:50.544922Z", | |
| "start_time": "2018-06-23T07:41:50.199425Z" | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "from MDAnalysis.lib.util import unique_int_1d" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2018-06-23T07:41:50.555813Z", | |
| "start_time": "2018-06-23T07:41:50.546540Z" | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "def generate_random(length):\n", | |
| " return np.random.randint(0, length, size=(length, ), dtype=int)\n", | |
| "\n", | |
| "\n", | |
| "def generate_sorted(length):\n", | |
| " array = generate_random(length)\n", | |
| " array.sort()\n", | |
| " return array\n", | |
| "\n", | |
| "\n", | |
| "def generate_single(length):\n", | |
| " return np.ones((length, ), dtype=int)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2018-06-23T07:41:50.566614Z", | |
| "start_time": "2018-06-23T07:41:50.557521Z" | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "NPOINTS = np.logspace(2, 7, num = 10, dtype = np.int)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2018-06-23T07:47:48.917397Z", | |
| "start_time": "2018-06-23T07:41:50.568526Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "100 ...\n", | |
| "359 ...\n", | |
| "1291 ...\n", | |
| "4641 ...\n", | |
| "16681 ...\n", | |
| "59948 ...\n", | |
| "215443 ...\n", | |
| "774263 ...\n", | |
| "2782559 ...\n", | |
| "10000000 ...\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "methods = {\n", | |
| " 'random': generate_random,\n", | |
| " 'sorted': generate_sorted,\n", | |
| " 'single': generate_single,\n", | |
| "}\n", | |
| "\n", | |
| "performances = {\n", | |
| " method: {key: list() for key in methods}\n", | |
| " for method in ('me', 'np')\n", | |
| "}\n", | |
| "\n", | |
| "for points in NPOINTS:\n", | |
| " print(points, end=' ')\n", | |
| " for key, function in methods.items():\n", | |
| " values = function(points)\n", | |
| " time_me = %timeit -o -q unique_int_1d(values)\n", | |
| " time_np = %timeit -o -q np.unique(values)\n", | |
| " performances['me'][key].append(time_me)\n", | |
| " performances['np'][key].append(time_np)\n", | |
| " print('.', end='')\n", | |
| " print()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "ExecuteTime": { | |
| "end_time": "2018-06-23T07:47:50.108306Z", | |
| "start_time": "2018-06-23T07:47:48.919763Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAt0AAAGeCAYAAABIE72tAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBgAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 864x432 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAAGeCAYAAABfMS1kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfQsjLamdAtMAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<Figure size 864x432 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAAGeCAYAAABfMS1kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", | |
| "text/plain": [ | |
| "<Figure size 864x432 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "for order in methods:\n", | |
| " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 6))\n", | |
| " avg = {model: np.array([x.average for x in values[order]])\n", | |
| " for model, values in performances.items()}\n", | |
| " std = {model: np.array([x.stdev for x in values[order]])\n", | |
| " for model, values in performances.items()}\n", | |
| " for model in avg:\n", | |
| " ax1.errorbar(NPOINTS, avg[model] * 1000, yerr=std[model] * 1000, marker='o', label=model)\n", | |
| " ax1.set_xlabel('Number of values')\n", | |
| " ax1.set_ylabel('Time (ms)')\n", | |
| " ax1.legend()\n", | |
| " fig.suptitle(order)\n", | |
| " \n", | |
| " ax2.plot(NPOINTS, avg['np'] / avg['me'], '-o')\n", | |
| " ax2.set_xlabel('Number of values')\n", | |
| " ax2.set_ylabel('Speedup')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "hide_input": false, | |
| "kernelspec": { | |
| "display_name": "apricot (py3.6.2)", | |
| "language": "python", | |
| "name": "apricot" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.6.3" | |
| }, | |
| "toc": { | |
| "nav_menu": {}, | |
| "number_sections": true, | |
| "sideBar": true, | |
| "skip_h1_title": false, | |
| "toc_cell": false, | |
| "toc_position": {}, | |
| "toc_section_display": "block", | |
| "toc_window_display": false | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment