go-profiler-notes/bench/analysis.ipynb
Felix Geisendörfer fe39ed91a6 update
2021-02-03 11:22:16 +01:00

118 lines
111 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "wound-burns",
"metadata": {},
"outputs": [],
"source": [
"from plotnine import *\n",
"import plotnine as plotnine\n",
"import pandas as pd\n",
"import math"
]
},
{
"cell_type": "code",
"execution_count": 122,
"id": "viral-baking",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (329078197)>"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plotnine.options.figure_size = (12, 4.8)\n",
"df = pd.read_csv('block_linux_x86_64.csv') \n",
"df['blockprofilerate'] = [('10$^{'+str(int(math.log10(x)))+'}$') if x > 1 else str(x) for x in df['blockprofilerate']]\n",
"\n",
"compare = df.groupby(['blockprofilerate', 'workload']).median()\n",
"# calculate overhead compared to blockprofilerate=0 for same workload\n",
"compare['overhead'] = [\n",
" (x['ms'] / compare.loc['0'].loc[x['workload']]['ms'] - 1) * 100\n",
" for _, x in compare.reset_index().iterrows()\n",
"]\n",
"compare = compare.reset_index()\n",
"\n",
"def plot_title(df):\n",
" return (\n",
" 'median runtime.SetBlockProfileRate() overhead on artificial pathological workloads\\n\\n' +\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",
" )\n",
" )\n",
"\n",
"def val_range(df, col):\n",
" min = int(df[col].min())\n",
" max = int(df[col].max())\n",
" return '{}-{}'.format(min, max) if min != max else min\n",
"\n",
"(\n",
"ggplot(df)\n",
"+ aes(x='blockprofilerate',y='ms',ymin=0)\n",
"+ ggtitle(plot_title(compare))\n",
"+ ylab('time (ms)')\n",
"+ xlab('blockprofilerate (ns)')\n",
"+ geom_label(\n",
" aes(label='overhead',color='overhead'),\n",
" data=compare,\n",
" y=0,\n",
" size=9,\n",
" format_string='{:.1f}%'\n",
")\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",
"+ geom_point(color='blue',shape='o',alpha=0.3, size=1)\n",
")"
]
}
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