{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn\n", "import pandas\n", "import sh\n", "\n", "seaborn.set(font_scale=1.5)\n", "\n", "numjobs = [1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024]\n", "disks = ['sdb', 'sdc', 'sdd']\n", "columns = ['Device:', 'rrqm/s', 'wrqm/s', 'r/s', 'w/s', 'rkB/s', 'wkB/s',\n", " 'avgrq-sz', 'avgqu-sz', 'await', 'r_await', 'w_await', 'svctm', '%util']\n", "\n", "jq = sh.jq.bake('-M', '-r')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def iostat_column_average(column):\n", " columnavg = pandas.DataFrame()\n", " for i in range(1, len(disks)+1):\n", " tmptests = [] # this will store the average for all disks in the test\n", " for j in numjobs:\n", " tmpdisks = pandas.Series() # this will store the average for each disk in the test\n", " for d in disks[0:i]:\n", " data = pandas.read_csv('results/{:d}-disks/{:d}-jobs/iostat-{:s}.txt'.format(i, j, d),\n", " delim_whitespace=True, header=None, names=columns)\n", " tmpdisks[d] = data[column].mean()\n", " tmptests.append(tmpdisks.mean())\n", " columnavg['{:d} disks'.format(i)] = pandas.Series(tmptests, numjobs)\n", " return columnavg" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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ciMTEzKvdBZFKAgI8NDelytL8lKpKc1OqKs1Nqco0P6Wq0tyUqkpzU6oyzU+p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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pctutil = iostat_column_average('%util')\n", "pctutil.plot(figsize=(30, 15), style=':o')\n", "plt.title('iostat -- {:s} vs. fio threads'.format('%util'))\n", "plt.xlabel('number of fio threads issuing writes')\n", "plt.xscale('log')\n", "plt.xticks(pctutil.index, pctutil.index)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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07bEoSrO7UqcAAAAAsJsMXgBUpWJHR+oEakSW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\nPeUFAAAAAFANnPAC4HGdxx4fHc86PEqzu1KnQE3Z8eubYvO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9ler/T6udo09yrruGPdOq395Tmqf/YZa6z60Ue05tyzbYXq+ksuUtlf/xLPtGK5Nlx+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\nDDA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pctutil = iostat_column_average('svctm')\n", "pctutil.plot(figsize=(30, 15), style=':o')\n", "plt.title('iostat -- {:s} vs. fio threads'.format('svctm'))\n", "plt.xlabel('number of fio threads issuing writes')\n", "plt.xscale('log')\n", "plt.xticks(pctutil.index, pctutil.index)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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tz89R19yX1fv2EtMpAAAAAADsl9Jw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\nzFNQTERERERERERERERERMq8/wcob2GAz140mQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pctutil = iostat_column_average('await')\n", "pctutil.plot(figsize=(30, 15), style=':o')\n", "plt.title('iostat -- {:s} vs. fio threads'.format('await'))\n", "plt.xlabel('number of fio threads issuing writes')\n", "plt.xscale('log')\n", "plt.xticks(pctutil.index, pctutil.index)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }