diff --git a/bench/analysis.ipynb b/bench/analysis.ipynb index b633a55..b62d743 100644 --- a/bench/analysis.ipynb +++ b/bench/analysis.ipynb @@ -15,13 +15,13 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 122, "id": "viral-baking", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -32,10 +32,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 119, + "execution_count": 122, "metadata": {}, "output_type": "execute_result" } @@ -56,9 +56,11 @@ "def plot_title(df):\n", " return (\n", " 'median runtime.SetBlockProfileRate() overhead on artificial pathological workloads\\n\\n' +\n", - " 'os={} cpu={} goroutines={} stackdepth={} ops={}'.format(\n", - " 'linux',\n", + " 'os={} cpu={} go={} goroutines={} stackdepth={} ops={}'.format(\n", + " # TODO(fg) don't hard code environment\n", + " 'linux (docker for mac)',\n", " 'i7-9750H',\n", + " '1.15.7',\n", " val_range(df, 'goroutines'),\n", " val_range(df, 'depth'),\n", " val_range(df, 'ops'),\n", @@ -83,7 +85,7 @@ " size=9,\n", " format_string='{:.1f}%'\n", ")\n", - "+ scale_color_gradient(low=\"green\",high=\"red\")\n", + "+ scale_color_gradient(low=\"green\",high=\"red\",name='overhead (%)')\n", "+ geom_boxplot(outlier_shape='')\n", "+ facet_wrap('workload', scales='free')\n", "+ theme(subplots_adjust={'wspace': 0.05})\n", diff --git a/bench/block_linux_x86_64.csv b/bench/block_linux_x86_64.csv index 2039014..43a2f21 100644 --- a/bench/block_linux_x86_64.csv +++ b/bench/block_linux_x86_64.csv @@ -1,321 +1,321 @@ workload,ops,goroutines,depth,blockprofilerate,run,ms -mutex,100000,12,16,0,1,46.467006 -mutex,100000,12,16,0,2,44.290682 -mutex,100000,12,16,0,3,60.522433 -mutex,100000,12,16,0,4,43.181006 -mutex,100000,12,16,0,5,66.170038 -mutex,100000,12,16,0,6,53.691183 -mutex,100000,12,16,0,7,60.011052 -mutex,100000,12,16,0,8,40.319046 -mutex,100000,12,16,0,9,65.361119 -mutex,100000,12,16,0,10,51.639923 -mutex,100000,12,16,0,11,59.055253 -mutex,100000,12,16,0,12,43.185502 -mutex,100000,12,16,0,13,48.958826 -mutex,100000,12,16,0,14,41.164255 -mutex,100000,12,16,0,15,55.206372 -mutex,100000,12,16,0,16,41.935746 -mutex,100000,12,16,0,17,37.673853 -mutex,100000,12,16,0,18,62.385450 -mutex,100000,12,16,0,19,59.583401 -mutex,100000,12,16,0,20,54.834707 -mutex,100000,12,16,1,1,58.657674 -mutex,100000,12,16,1,2,52.858070 -mutex,100000,12,16,1,3,59.098276 -mutex,100000,12,16,1,4,38.037816 -mutex,100000,12,16,1,5,41.329989 -mutex,100000,12,16,1,6,45.926589 -mutex,100000,12,16,1,7,66.885038 -mutex,100000,12,16,1,8,71.064418 -mutex,100000,12,16,1,9,39.864812 -mutex,100000,12,16,1,10,58.841239 -mutex,100000,12,16,1,11,41.621457 -mutex,100000,12,16,1,12,54.008223 -mutex,100000,12,16,1,13,43.136109 -mutex,100000,12,16,1,14,55.008887 -mutex,100000,12,16,1,15,59.459737 -mutex,100000,12,16,1,16,40.826485 -mutex,100000,12,16,1,17,55.233407 -mutex,100000,12,16,1,18,41.926122 -mutex,100000,12,16,1,19,41.365361 -mutex,100000,12,16,1,20,46.630824 -mutex,100000,12,16,10,1,43.069553 -mutex,100000,12,16,10,2,38.297855 -mutex,100000,12,16,10,3,52.256908 -mutex,100000,12,16,10,4,60.145081 -mutex,100000,12,16,10,5,56.299579 -mutex,100000,12,16,10,6,60.084497 -mutex,100000,12,16,10,7,54.629164 -mutex,100000,12,16,10,8,42.944174 -mutex,100000,12,16,10,9,54.674537 -mutex,100000,12,16,10,10,39.989021 -mutex,100000,12,16,10,11,50.573836 -mutex,100000,12,16,10,12,55.384098 -mutex,100000,12,16,10,13,53.032156 -mutex,100000,12,16,10,14,44.197028 -mutex,100000,12,16,10,15,42.568158 -mutex,100000,12,16,10,16,52.525550 -mutex,100000,12,16,10,17,53.649684 -mutex,100000,12,16,10,18,49.050458 -mutex,100000,12,16,10,19,45.225980 -mutex,100000,12,16,10,20,44.752093 -mutex,100000,12,16,100,1,45.931160 -mutex,100000,12,16,100,2,37.846390 -mutex,100000,12,16,100,3,60.378127 -mutex,100000,12,16,100,4,44.674935 -mutex,100000,12,16,100,5,52.985250 -mutex,100000,12,16,100,6,45.260076 -mutex,100000,12,16,100,7,54.978621 -mutex,100000,12,16,100,8,42.909708 -mutex,100000,12,16,100,9,42.451431 -mutex,100000,12,16,100,10,49.504010 -mutex,100000,12,16,100,11,55.671905 -mutex,100000,12,16,100,12,43.706222 -mutex,100000,12,16,100,13,60.108024 -mutex,100000,12,16,100,14,49.619005 -mutex,100000,12,16,100,15,40.618539 -mutex,100000,12,16,100,16,42.889189 -mutex,100000,12,16,100,17,67.473317 -mutex,100000,12,16,100,18,51.419243 -mutex,100000,12,16,100,19,45.107350 -mutex,100000,12,16,100,20,40.771357 -mutex,100000,12,16,1000,1,62.574475 -mutex,100000,12,16,1000,2,59.028890 -mutex,100000,12,16,1000,3,39.201583 -mutex,100000,12,16,1000,4,43.290072 -mutex,100000,12,16,1000,5,59.420073 -mutex,100000,12,16,1000,6,49.342441 -mutex,100000,12,16,1000,7,39.942119 -mutex,100000,12,16,1000,8,64.363938 -mutex,100000,12,16,1000,9,58.400210 -mutex,100000,12,16,1000,10,56.234503 -mutex,100000,12,16,1000,11,59.669313 -mutex,100000,12,16,1000,12,49.968124 -mutex,100000,12,16,1000,13,54.138841 -mutex,100000,12,16,1000,14,66.744277 -mutex,100000,12,16,1000,15,62.178203 -mutex,100000,12,16,1000,16,37.697144 -mutex,100000,12,16,1000,17,60.903586 -mutex,100000,12,16,1000,18,55.463893 -mutex,100000,12,16,1000,19,59.107085 -mutex,100000,12,16,1000,20,59.657245 -mutex,100000,12,16,10000,1,38.351896 -mutex,100000,12,16,10000,2,55.266675 -mutex,100000,12,16,10000,3,39.394658 -mutex,100000,12,16,10000,4,39.566490 -mutex,100000,12,16,10000,5,45.919325 -mutex,100000,12,16,10000,6,53.719078 -mutex,100000,12,16,10000,7,40.126134 -mutex,100000,12,16,10000,8,44.742102 -mutex,100000,12,16,10000,9,58.435704 -mutex,100000,12,16,10000,10,49.598292 -mutex,100000,12,16,10000,11,40.291477 -mutex,100000,12,16,10000,12,38.899508 -mutex,100000,12,16,10000,13,41.012172 -mutex,100000,12,16,10000,14,53.289262 -mutex,100000,12,16,10000,15,42.360970 -mutex,100000,12,16,10000,16,48.811259 -mutex,100000,12,16,10000,17,48.897078 -mutex,100000,12,16,10000,18,66.828307 -mutex,100000,12,16,10000,19,53.383452 -mutex,100000,12,16,10000,20,55.778016 -mutex,100000,12,16,100000,1,42.022044 -mutex,100000,12,16,100000,2,54.665914 -mutex,100000,12,16,100000,3,64.361148 -mutex,100000,12,16,100000,4,38.066262 -mutex,100000,12,16,100000,5,42.734374 -mutex,100000,12,16,100000,6,46.523299 -mutex,100000,12,16,100000,7,53.598462 -mutex,100000,12,16,100000,8,55.809807 -mutex,100000,12,16,100000,9,54.619479 -mutex,100000,12,16,100000,10,53.632052 -mutex,100000,12,16,100000,11,42.486463 -mutex,100000,12,16,100000,12,54.097662 -mutex,100000,12,16,100000,13,55.159648 -mutex,100000,12,16,100000,14,62.351892 -mutex,100000,12,16,100000,15,58.009944 -mutex,100000,12,16,100000,16,44.162679 -mutex,100000,12,16,100000,17,59.226323 -mutex,100000,12,16,100000,18,47.907346 -mutex,100000,12,16,100000,19,58.379319 -mutex,100000,12,16,100000,20,39.935513 -mutex,100000,12,16,1000000,1,62.233427 -mutex,100000,12,16,1000000,2,51.523759 -mutex,100000,12,16,1000000,3,52.125536 -mutex,100000,12,16,1000000,4,42.658314 -mutex,100000,12,16,1000000,5,58.751405 -mutex,100000,12,16,1000000,6,60.473855 -mutex,100000,12,16,1000000,7,63.479988 -mutex,100000,12,16,1000000,8,45.191694 -mutex,100000,12,16,1000000,9,59.018170 -mutex,100000,12,16,1000000,10,40.870761 -mutex,100000,12,16,1000000,11,58.517260 -mutex,100000,12,16,1000000,12,39.826999 -mutex,100000,12,16,1000000,13,49.954863 -mutex,100000,12,16,1000000,14,63.449030 -mutex,100000,12,16,1000000,15,48.601972 -mutex,100000,12,16,1000000,16,54.753241 -mutex,100000,12,16,1000000,17,51.878619 -mutex,100000,12,16,1000000,18,57.975290 -mutex,100000,12,16,1000000,19,59.064562 -mutex,100000,12,16,1000000,20,40.398516 -chan,100000,12,16,0,1,38.930788 -chan,100000,12,16,0,2,38.962047 -chan,100000,12,16,0,3,34.126573 -chan,100000,12,16,0,4,38.575680 -chan,100000,12,16,0,5,39.382191 -chan,100000,12,16,0,6,38.717870 -chan,100000,12,16,0,7,33.401885 -chan,100000,12,16,0,8,37.744891 -chan,100000,12,16,0,9,38.056009 -chan,100000,12,16,0,10,37.215323 -chan,100000,12,16,0,11,39.185289 -chan,100000,12,16,0,12,39.001858 -chan,100000,12,16,0,13,37.552412 -chan,100000,12,16,0,14,38.814981 -chan,100000,12,16,0,15,33.819264 -chan,100000,12,16,0,16,33.419707 -chan,100000,12,16,0,17,38.160386 -chan,100000,12,16,0,18,37.685666 -chan,100000,12,16,0,19,37.741301 -chan,100000,12,16,0,20,38.073851 -chan,100000,12,16,1,1,206.471094 -chan,100000,12,16,1,2,231.492042 -chan,100000,12,16,1,3,231.981320 -chan,100000,12,16,1,4,229.927609 -chan,100000,12,16,1,5,226.387498 -chan,100000,12,16,1,6,227.298844 -chan,100000,12,16,1,7,232.930180 -chan,100000,12,16,1,8,291.535175 -chan,100000,12,16,1,9,229.557539 -chan,100000,12,16,1,10,233.672669 -chan,100000,12,16,1,11,272.365943 -chan,100000,12,16,1,12,277.553013 -chan,100000,12,16,1,13,245.704673 -chan,100000,12,16,1,14,236.444902 -chan,100000,12,16,1,15,225.046998 -chan,100000,12,16,1,16,228.734167 -chan,100000,12,16,1,17,224.087757 -chan,100000,12,16,1,18,223.530512 -chan,100000,12,16,1,19,229.503426 -chan,100000,12,16,1,20,237.962910 -chan,100000,12,16,10,1,223.731611 -chan,100000,12,16,10,2,227.887615 -chan,100000,12,16,10,3,231.025652 -chan,100000,12,16,10,4,224.036089 -chan,100000,12,16,10,5,227.921960 -chan,100000,12,16,10,6,227.370712 -chan,100000,12,16,10,7,226.022368 -chan,100000,12,16,10,8,224.131028 -chan,100000,12,16,10,9,225.217383 -chan,100000,12,16,10,10,279.362075 -chan,100000,12,16,10,11,291.887899 -chan,100000,12,16,10,12,275.184338 -chan,100000,12,16,10,13,252.618587 -chan,100000,12,16,10,14,262.680865 -chan,100000,12,16,10,15,260.281824 -chan,100000,12,16,10,16,257.447121 -chan,100000,12,16,10,17,264.377578 -chan,100000,12,16,10,18,263.156864 -chan,100000,12,16,10,19,265.330119 -chan,100000,12,16,10,20,261.613324 -chan,100000,12,16,100,1,264.683930 -chan,100000,12,16,100,2,248.410978 -chan,100000,12,16,100,3,247.333410 -chan,100000,12,16,100,4,243.845980 -chan,100000,12,16,100,5,239.822354 -chan,100000,12,16,100,6,237.553585 -chan,100000,12,16,100,7,239.254743 -chan,100000,12,16,100,8,247.328360 -chan,100000,12,16,100,9,240.923141 -chan,100000,12,16,100,10,271.284629 -chan,100000,12,16,100,11,301.878625 -chan,100000,12,16,100,12,251.946864 -chan,100000,12,16,100,13,269.313950 -chan,100000,12,16,100,14,271.742718 -chan,100000,12,16,100,15,255.162142 -chan,100000,12,16,100,16,257.510921 -chan,100000,12,16,100,17,262.474641 -chan,100000,12,16,100,18,252.028231 -chan,100000,12,16,100,19,250.937361 -chan,100000,12,16,100,20,248.552703 -chan,100000,12,16,1000,1,248.275829 -chan,100000,12,16,1000,2,251.210887 -chan,100000,12,16,1000,3,261.993810 -chan,100000,12,16,1000,4,251.872439 -chan,100000,12,16,1000,5,259.897580 -chan,100000,12,16,1000,6,253.564443 -chan,100000,12,16,1000,7,256.638895 -chan,100000,12,16,1000,8,268.917462 -chan,100000,12,16,1000,9,300.712656 -chan,100000,12,16,1000,10,261.745801 -chan,100000,12,16,1000,11,265.995695 -chan,100000,12,16,1000,12,251.408058 -chan,100000,12,16,1000,13,247.174449 -chan,100000,12,16,1000,14,243.270778 -chan,100000,12,16,1000,15,253.691616 -chan,100000,12,16,1000,16,249.893182 -chan,100000,12,16,1000,17,254.181993 -chan,100000,12,16,1000,18,244.305181 -chan,100000,12,16,1000,19,255.793142 -chan,100000,12,16,1000,20,253.440143 -chan,100000,12,16,10000,1,49.174187 -chan,100000,12,16,10000,2,52.105591 -chan,100000,12,16,10000,3,50.705801 -chan,100000,12,16,10000,4,53.687918 -chan,100000,12,16,10000,5,47.649914 -chan,100000,12,16,10000,6,49.906878 -chan,100000,12,16,10000,7,52.485732 -chan,100000,12,16,10000,8,52.100545 -chan,100000,12,16,10000,9,47.447707 -chan,100000,12,16,10000,10,50.818564 -chan,100000,12,16,10000,11,52.480842 -chan,100000,12,16,10000,12,50.284561 -chan,100000,12,16,10000,13,49.105261 -chan,100000,12,16,10000,14,46.196857 -chan,100000,12,16,10000,15,47.066741 -chan,100000,12,16,10000,16,46.997165 -chan,100000,12,16,10000,17,52.446521 -chan,100000,12,16,10000,18,45.764945 -chan,100000,12,16,10000,19,50.824254 -chan,100000,12,16,10000,20,51.996919 -chan,100000,12,16,100000,1,44.288153 -chan,100000,12,16,100000,2,43.813236 -chan,100000,12,16,100000,3,43.250038 -chan,100000,12,16,100000,4,44.461900 -chan,100000,12,16,100000,5,44.226336 -chan,100000,12,16,100000,6,44.792520 -chan,100000,12,16,100000,7,46.235535 -chan,100000,12,16,100000,8,46.886577 -chan,100000,12,16,100000,9,45.389115 -chan,100000,12,16,100000,10,44.910575 -chan,100000,12,16,100000,11,45.848624 -chan,100000,12,16,100000,12,45.041405 -chan,100000,12,16,100000,13,45.046831 -chan,100000,12,16,100000,14,44.356991 -chan,100000,12,16,100000,15,45.245524 -chan,100000,12,16,100000,16,44.935766 -chan,100000,12,16,100000,17,44.303058 -chan,100000,12,16,100000,18,42.888595 -chan,100000,12,16,100000,19,43.469088 -chan,100000,12,16,100000,20,44.596701 -chan,100000,12,16,1000000,1,42.360033 -chan,100000,12,16,1000000,2,44.479671 -chan,100000,12,16,1000000,3,42.649025 -chan,100000,12,16,1000000,4,37.405249 -chan,100000,12,16,1000000,5,41.038673 -chan,100000,12,16,1000000,6,40.985792 -chan,100000,12,16,1000000,7,43.482838 -chan,100000,12,16,1000000,8,38.535429 -chan,100000,12,16,1000000,9,40.347623 -chan,100000,12,16,1000000,10,41.903392 -chan,100000,12,16,1000000,11,42.033115 -chan,100000,12,16,1000000,12,41.610760 -chan,100000,12,16,1000000,13,38.156949 -chan,100000,12,16,1000000,14,42.229382 -chan,100000,12,16,1000000,15,38.951487 -chan,100000,12,16,1000000,16,44.341920 -chan,100000,12,16,1000000,17,39.614923 -chan,100000,12,16,1000000,18,37.024286 -chan,100000,12,16,1000000,19,37.958312 -chan,100000,12,16,1000000,20,37.434442 +mutex,100000,12,16,0,1,54.316967 +mutex,100000,12,16,0,2,58.396496 +mutex,100000,12,16,0,3,58.086118 +mutex,100000,12,16,0,4,45.880794 +mutex,100000,12,16,0,5,62.102857 +mutex,100000,12,16,0,6,37.042005 +mutex,100000,12,16,0,7,54.776629 +mutex,100000,12,16,0,8,45.069783 +mutex,100000,12,16,0,9,58.784276 +mutex,100000,12,16,0,10,42.572507 +mutex,100000,12,16,0,11,53.737376 +mutex,100000,12,16,0,12,71.172542 +mutex,100000,12,16,0,13,38.492684 +mutex,100000,12,16,0,14,63.786785 +mutex,100000,12,16,0,15,53.729250 +mutex,100000,12,16,0,16,59.967669 +mutex,100000,12,16,0,17,58.552472 +mutex,100000,12,16,0,18,60.031547 +mutex,100000,12,16,0,19,37.181490 +mutex,100000,12,16,0,20,37.509924 +mutex,100000,12,16,1,1,57.943217 +mutex,100000,12,16,1,2,37.975826 +mutex,100000,12,16,1,3,37.937240 +mutex,100000,12,16,1,4,39.363969 +mutex,100000,12,16,1,5,56.077972 +mutex,100000,12,16,1,6,40.358528 +mutex,100000,12,16,1,7,42.721265 +mutex,100000,12,16,1,8,45.196839 +mutex,100000,12,16,1,9,42.475447 +mutex,100000,12,16,1,10,51.126792 +mutex,100000,12,16,1,11,35.828881 +mutex,100000,12,16,1,12,38.412643 +mutex,100000,12,16,1,13,47.873312 +mutex,100000,12,16,1,14,55.947769 +mutex,100000,12,16,1,15,72.467039 +mutex,100000,12,16,1,16,44.707456 +mutex,100000,12,16,1,17,59.984072 +mutex,100000,12,16,1,18,42.908821 +mutex,100000,12,16,1,19,44.108440 +mutex,100000,12,16,1,20,53.998594 +mutex,100000,12,16,10,1,70.143151 +mutex,100000,12,16,10,2,55.816535 +mutex,100000,12,16,10,3,41.194091 +mutex,100000,12,16,10,4,44.090411 +mutex,100000,12,16,10,5,54.904415 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