{ "metadata": { "name": "", "signature": "sha256:ffa8f96c536eabb32a9cd37948fc1ac8aa8ac5cc7bfa337587d2d8aadc47aa99" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Cosmology@Home Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "Author: Marius Millea ([cosmicmar.com](http://www.cosmicmar.com))\n", "\n", "A notebook for computing various pretty plots with statistics about a BOINC project.\n", "\n", "If you use this notebook, please consider giving reference to the [original post](http://www.cosmicmar.com/2015/07/13/stats-about-cosmology-at-home/).\n", "\n", "---" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#a number of non-standard libraries here which you may have to install\n", "import MySQLdb as mdb\n", "from pandas import DataFrame\n", "import seaborn as sns\n", "sns.set_context(\"notebook\", font_scale=1.5)\n", "from prettyplotlib import *\n", "import cPickle as pickle\n", "from mpl_toolkits.basemap import Basemap\n", "from datetime import datetime, timedelta\n", "import time\n", "import os, os.path as osp\n", "import time\n", "from multiprocessing.dummy import Pool\n", "import subprocess" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "#for some reason this results in prettier SVGs\n", "def savesvg(f,**kwargs):\n", " savefig('%s.pdf'%f,**kwargs)\n", " os.system('pdf2svg %s.pdf %s.svg && rm %s.pdf'%((f,)*3))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "con = mdb.connect('localhost', 'root', '', 'cosmohome');" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "cur=con.cursor()\n", "curd=con.cursor(mdb.cursors.DictCursor)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "cur.execute(\"SELECT MAX(received_time) FROM result\"); lastres=cur.fetchall()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "print \"Number of active hosts:\"\n", "cur.execute(\"DROP TABLE IF EXISTS active_hosts\")\n", "cur.execute(\"CREATE TABLE active_hosts \"\n", " \"SELECT * FROM host h \"\n", " \"WHERE (SELECT MIN(%i-received_time) FROM result WHERE hostid=h.id)<%i\"%(lastres[0][0],30*24*60*60))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Number of active hosts:\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "5715L" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "print \"Number of active users:\"\n", "cur.execute('SELECT userid FROM active_hosts'); len(set(cur.fetchall()))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Number of active users:\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "4385" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "gb4=4*1024*1024*1024\n", "cur.execute(\"SELECT COUNT(1),SUM(total_credit) FROM active_hosts WHERE m_nbytes<%i\"%gb4); n32=cur.fetchone()\n", "cur.execute(\"SELECT COUNT(1),SUM(total_credit) FROM active_hosts WHERE m_nbytes>%i\"%gb4); n64=cur.fetchone()\n", "\n", "dh=0.25\n", "norm=n64[0]/n64[1]\n", "bar(arange(2)-dh,[n64[0],n32[0]],width=dh,label='Number of Computers')\n", "bar(arange(2),array([n64[1],n32[1]])*norm,width=dh,color='SeaGreen',label='Number of Credits (Arbitr. Units)')\n", "xticks([0,1])\n", "gca().set_xticklabels(['64bit','32bit'])\n", "xlim(-1+dh,2-dh)\n", "ylim(0,4400)\n", "legend(loc='upper right')\n", "ylabel('Number of Computers')\n", "\n", "savesvg('plots/32vs64')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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qqJHJIgWV1dk4UnapBUFERESiHPIWBDM7DXgAaAvUBL4Fhrv7u2Z2D3A3sKfA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\n/qWPIJ7dAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "cur.execute(\"SELECT os_name FROM active_hosts;\")\n", "allos=[x[0] for x in set(cur.fetchall())]\n", "nos=[cur.execute(\"SELECT null FROM active_hosts WHERE os_name='%s';\"%o) for o in allos]\n", "def ncred(os):\n", " cur=con.cursor()\n", " cur.execute(\"SELECT total_credit FROM active_hosts WHERE os_name='%s';\"%os)\n", " return sum(cur.fetchall())\n", "\n", "credos=[ncred(o) for o in allos]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "fig=figure()\n", "fig.set_size_inches(6,6)\n", "ax=gca()\n", "\n", "n=8\n", "dat=DataFrame(zip(allos,nos,credos)).sort(columns=1,ascending=True)\n", "dat[0][dat[0]=='']='Unspecified'\n", "dat.iloc[-n-1,:]=['All Others']+list(dat.iloc[:-n-1,1:].sum())\n", "dat=dat[-n-1:]\n", "\n", "dh=0.35\n", "norm=1./dat[2].max()*dat[1].max()\n", "barh(range(n+1),dat[1],height=dh,label='Number of Computers')\n", "barh(arange(n+1)-dh,dat[2]*norm,height=dh,color='SeaGreen',label='Number of Credits (Arbitr. Units)')\n", "\n", "ax.set_yticks(range(n+1))\n", "ax.set_yticklabels(list(dat[0]));\n", "\n", "legend(loc='lower right')\n", "\n", "xlabel('Number of Computers')\n", "\n", "savesvg('plots/hosts',bbox_inches='tight')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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rMhx6PXCPpMqq0r1Jc7GeiYgm4EbgfElH5P7DSPOxbmwhztXAQXnotJZ7Sasj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\n5xmkxHBoRPQgDcueWIjtMuC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Lqny7IZmNiDck3U4a/mwkDZXemg+vya+fbEPy0VKCXHn/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\nkSVqxpg0LOEyxpjwYU8mMMb4paam9gNK5nUcxhhzgVkeERGxPK+DMMY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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "fig=figure()\n", "fig.set_size_inches(2*6,6/1.6)\n", "fig.subplots_adjust(wspace=0.3)\n", "\n", "subplot(121)\n", "cur.execute('SELECT n_bwdown FROM active_hosts h WHERE n_bwdown>0;')\n", "hist(array(cur.fetchall())[:,0]/1024,range=(0,1000),bins=50);\n", "xlabel('Download [kB/s]')\n", "ylabel('Number of Computers')\n", "ylim(0,300)\n", "\n", "subplot(122)\n", "cur.execute('SELECT n_bwup FROM active_hosts h WHERE n_bwup>0;')\n", "hist(array(cur.fetchall())[:,0]/1024,range=(0,100),bins=50);\n", "xlabel('Upload [kB/s]')\n", "ylabel('Number of Computers')\n", "ylim(0,300)\n", "\n", "savesvg('plots/transfer',bbox_inches='tight')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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SJG5FfWPgy+7+SD0zIyIiTaVYLyKSInHHqL9M9y5QERFpLS+jWC8ikhpxK+pHAqeb2Vr1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\nYOOz03tmtgFwB2GS2aEFwRp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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "cur.execute('SELECT p_ncpus FROM active_hosts;')\n", "ncpus=array(cur.fetchall())[:,0]\n", "hist(ncpus,bins=array(arange(17))+0.5);\n", "xlabel('Number of CPUs')\n", "ylabel('Number of Computers')\n", "\n", "savesvg('plots/cpus')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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GxNOr1x0en7BeRCyr7vk04CsRsRtwLfAS4GAeX8Hyx8D1wAkRsR9lhcwTq3MvqM75AnBw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\neFr1OPwHfRHw78BRI1z78Aj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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "cur.execute(\"SELECT avg_turnaround FROM active_hosts WHERE avg_turnaround>0;\"); \n", "hist(array(cur.fetchall())[:,0]/60/60/24,range=(0,2e6/60/60/24),bins=50);\n", "xlabel('Average Turnaround [days]')\n", "ylabel('Number of Computers')\n", "xlim(0,14)\n", "\n", "savesvg('plots/turnaround')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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kaQzqDkh8D/CJiNh6PF40InYDDgQObSvaGbiy7dhVwBxg26p8YSMxAKj+fkNVJkmSxqhu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\nUE+LiE2AvShvtlSPL6k+6Ki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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "if osp.exists('locs'): #cache the locations in this file after the first run\n", " locs=pickle.load(open(\"locs\"))\n", "else:\n", " cur.execute('SELECT external_ip_addr FROM active_hosts;')\n", " ips=array(cur.fetchall())[:,0]\n", " \n", " def getip(ip,ntry=4):\n", " try:\n", " dat = (ip,subprocess.check_output(['curl','--connect-timeout','3','http://www.telize.com/geoip/%s'%ip]))\n", " print ip\n", " return dat\n", " except:\n", " if ntry==0: return \n", " else: getip(ip,ntry=ntry-1)\n", " \n", " pool=Pool(50)\n", " locs=pool.map(getip,set(ips))\n", " pickle.dump(locs,open('locs','w'))\n", " \n", "lonlats=[l for l in [(lambda x: (x['longitude'],x['latitude']))(eval(l[1].strip())) for l in locs if l] if l!=(0,0)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "m = Basemap(projection='moll',lon_0=0,resolution='c')\n", "m.drawcoastlines()\n", "land='#152A59'; water='#C7B8B1'\n", "m.fillcontinents(color=land,lake_color=water)\n", "m.drawparallels(np.arange(-90.,120.,30.))\n", "m.drawmeridians(np.arange(0.,420.,60.))\n", "m.drawmapboundary(fill_color=water)\n", "gcf().set_size_inches(15,15)\n", "plot(*vectorize(m)(*array(lonlats).T),c='r',marker='.',ls='')\n", "\n", "title('Active Cosmology@Home Computers as of July 2015',y=1.03)\n", "savefig('plots/world.svg',bbox_inches='tight')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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/R6M1RAgxHPV8HY/yxbtFCHGYlLKhDZ0nnGu+jQqukee05Q3UeUl7W39DY9PYsWssjZlD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bTjSPQxnTEd3lBWwxOitmhiUkj9eys9u3fBZc1FcpbWeSx9dEfAbZoju+woihysaVZAEAT0sd2I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bzwyuvodLoFwKtqx3MuwbyYAtgny/KgzMNHxNiJU9SORaOClOQkhj87BpvdrnYomrP47/13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\n66W8ogpvaj6KvxuupNz90sr617LiTTSVTue8M07hmMMn0yk7y+lIP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