blob: eaafcdcbe4bcf3a4417d60aed501d82f042145ea [file] [log] [blame]
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2017-07-10 20:36:22,270 INFO : root : Using LISA logging configuration:\n",
"2017-07-10 20:36:22,271 INFO : root : /home/joelaf/repo/lisa-aosp/external/lisa/logging.conf\n",
"2017-07-10 20:36:22,272 INFO : root : #### Setup FTrace\n"
]
}
],
"source": [
"#!/usr/bin/env python\n",
"\n",
"import trappy\n",
"from trace import Trace\n",
"import itertools\n",
"import logging\n",
"import pandas as pd\n",
"import numpy as np\n",
"import os\n",
"\n",
"from conf import LisaLogging\n",
"LisaLogging.setup()\n",
"logging.info('#### Setup FTrace')\n",
"# path_to_html = \"/home/joelaf/repo/lisa-aosp/external/lisa/results/UiBench_default/trace.html\"\n",
"# path_to_html = \"/home/joelaf/repo/lisa-aosp/external/lisa/ipynb/residency/trace-residency.html\"\n",
"path_to_html = \"/home/joelaf/repo/lisa-aosp/external/lisa/ipynb/residency/trace-residency-2.html\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/joelaf/repo/lisa-aosp/external/lisa/libs/utils/trace.py:258: DtypeWarning: Columns (10) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" window=window, normalize_time=normalize_time)\n"
]
}
],
"source": [
"tr = Trace(None, path_to_html,\n",
" cgroup_info = { \n",
" 'cgroups': ['foreground', 'background', 'system-background', 'top-app', 'rt'],\n",
" 'controller_ids': { 4: 'cpuset', 2: 'schedtune' }\n",
" },\n",
" events=[ 'sched_switch', 'cgroup_attach_task_devlib', 'cgroup_attach_task', 'sched_process_fork' ],\n",
" normalize_time=False)\n",
"\n",
"# tr.data_frame.trace_event('cgroup_attach_task_devlib')\n",
"# len(tr.data_frame.trace_event('cgroup_attach_task_devlib').groupby(level=0).filter(lambda x: len(x) > 1))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2017-07-10 20:36:27,123 INFO : root : TOTAL number of CPUs: 8\n",
"2017-07-10 20:36:27,125 INFO : root : TOTAL number of PIDs: 425\n",
"2017-07-10 20:36:27,126 INFO : root : TOTAL number of TGIDs: 424\n",
"2017-07-10 20:36:27,132 INFO : Analysis : switch out seen while no switch in 0\n",
"2017-07-10 20:36:27,134 INFO : Analysis : switch out seen while no switch in 9648\n",
"2017-07-10 20:36:27,136 INFO : Analysis : switch out seen while no switch in 9628\n",
"2017-07-10 20:36:27,137 INFO : Analysis : switch out seen while no switch in 0\n",
"2017-07-10 20:36:27,139 INFO : Analysis : switch out seen while no switch in 0\n",
"2017-07-10 20:36:27,140 INFO : Analysis : switch out seen while no switch in 9790\n",
"2017-07-10 20:36:27,141 INFO : Analysis : switch out seen while no switch in 0\n",
"2017-07-10 20:36:27,144 INFO : Analysis : switch out seen while no switch in 0\n",
"2017-07-10 20:36:27,803 INFO : root : Generating residency for 424 pids!\n",
"2017-07-10 20:36:27,812 INFO : root : total time spent by all pids across all cpus: 179.472197\n",
"2017-07-10 20:36:27,813 INFO : root : total real time range of events: 22.439914\n"
]
}
],
"source": [
"sdf = tr.data_frame.cpu_residencies('pid', 'sched_switch')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2017-07-10 20:36:27,944 INFO : root : TOTAL number of CPUs: 8\n",
"2017-07-10 20:36:27,945 INFO : root : TOTAL number of PIDs: 425\n",
"2017-07-10 20:36:27,946 INFO : root : TOTAL number of TGIDs: 424\n",
"/home/joelaf/repo/lisa-aosp/external/trappy/trappy/utils.py:160: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n",
" df = pd.concat([pr_df, sec_df], keys=['primary', 'secondary']).sort(columns='__line')\n",
"/home/joelaf/repo/lisa-aosp/external/lisa/libs/utils/trace.py:574: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n",
" fdf = pd.concat([fdf, forkdf]).sort(columns='__line')\n",
"/home/joelaf/repo/lisa-aosp/external/lisa/libs/utils/trace.py:584: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n",
" fdf = pd.concat([fdf, cdf]).sort(columns='__line')\n",
"2017-07-10 20:36:28,126 INFO : Trace : Couldn't attach all forks cgroup with-attach events (66 dropped)\n",
"2017-07-10 20:36:44,405 INFO : Analysis : switch out seen while no switch in nan\n",
"2017-07-10 20:36:44,406 INFO : Analysis : switch out seen while no switch in nan\n",
"2017-07-10 20:36:44,406 INFO : Analysis : switch out seen while no switch in nan\n",
"2017-07-10 20:36:44,407 INFO : Analysis : switch out seen while no switch in nan\n",
"2017-07-10 20:36:44,408 INFO : Analysis : switch out seen while no switch in nan\n",
"2017-07-10 20:36:44,409 INFO : Analysis : switch out seen while no switch in nan\n",
"2017-07-10 20:36:44,410 INFO : Analysis : switch out seen while no switch in nan\n",
"2017-07-10 20:36:44,413 INFO : Analysis : switch out seen while no switch in nan\n",
"2017-07-10 20:36:44,427 INFO : Analysis : switch out seen while no switch in root\n",
"2017-07-10 20:36:44,428 INFO : Analysis : switch in seen for already running task nan\n",
"2017-07-10 20:36:44,619 INFO : Analysis : switch out seen while no switch in foreground\n",
"2017-07-10 20:36:44,626 INFO : Analysis : switch out seen while no switch in background\n",
"2017-07-10 20:36:44,627 INFO : Analysis : switch in seen for already running task foreground\n",
"2017-07-10 20:36:44,671 INFO : Analysis : switch in seen for already running task background\n",
"2017-07-10 20:36:45,149 INFO : root : Generating residency for 5 schedtunes!\n",
"2017-07-10 20:36:45,152 INFO : root : total time spent by all pids across all cpus: 180.49002\n",
"2017-07-10 20:36:45,153 INFO : root : total real time range of events: 22.439914\n"
]
}
],
"source": [
"cdf = tr.data_frame.cpu_residencies('schedtune', 'sched_switch_cgroup')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Drop NaN\n",
"ncdf = cdf[pd.isnull(cdf.index) != True]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>cpu_0</th>\n",
" <th>cpu_1</th>\n",
" <th>cpu_2</th>\n",
" <th>cpu_3</th>\n",
" <th>cpu_4</th>\n",
" <th>cpu_5</th>\n",
" <th>cpu_6</th>\n",
" <th>cpu_7</th>\n",
" <th>total</th>\n",
" </tr>\n",
" <tr>\n",
" <th>schedtune</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>background</th>\n",
" <td>0.119465</td>\n",
" <td>0.196235</td>\n",
" <td>1.041122</td>\n",
" <td>0.011348</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000104</td>\n",
" <td>0.335402</td>\n",
" <td>1.703676</td>\n",
" </tr>\n",
" <tr>\n",
" <th>foreground</th>\n",
" <td>4.181735</td>\n",
" <td>2.140197</td>\n",
" <td>2.255873</td>\n",
" <td>0.406813</td>\n",
" <td>0.116722</td>\n",
" <td>0.609774</td>\n",
" <td>0.047188</td>\n",
" <td>0.021547</td>\n",
" <td>9.779849</td>\n",
" </tr>\n",
" <tr>\n",
" <th>root</th>\n",
" <td>2.958884</td>\n",
" <td>0.769734</td>\n",
" <td>0.289709</td>\n",
" <td>0.093967</td>\n",
" <td>0.283383</td>\n",
" <td>0.237237</td>\n",
" <td>0.254874</td>\n",
" <td>0.353339</td>\n",
" <td>5.241127</td>\n",
" </tr>\n",
" <tr>\n",
" <th>top-app</th>\n",
" <td>0.375866</td>\n",
" <td>0.037917</td>\n",
" <td>0.062819</td>\n",
" <td>0.011858</td>\n",
" <td>1.274266</td>\n",
" <td>2.852455</td>\n",
" <td>0.086222</td>\n",
" <td>0.015798</td>\n",
" <td>4.717201</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" cpu_0 cpu_1 cpu_2 cpu_3 cpu_4 cpu_5 \\\n",
"schedtune \n",
"background 0.119465 0.196235 1.041122 0.011348 0.000000 0.000000 \n",
"foreground 4.181735 2.140197 2.255873 0.406813 0.116722 0.609774 \n",
"root 2.958884 0.769734 0.289709 0.093967 0.283383 0.237237 \n",
"top-app 0.375866 0.037917 0.062819 0.011858 1.274266 2.852455 \n",
"\n",
" cpu_6 cpu_7 total \n",
"schedtune \n",
"background 0.000104 0.335402 1.703676 \n",
"foreground 0.047188 0.021547 9.779849 \n",
"root 0.254874 0.353339 5.241127 \n",
"top-app 0.086222 0.015798 4.717201 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ncdf"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/joelaf/anaconda2/lib/python2.7/site-packages/matplotlib/__init__.py:938: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
" warnings.warn(self.msg_depr % (key, alt_key))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
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JfZf1ppu3dAMQojMz2+x8uDuHT5NyMdscascRrTQkwo8/T+xLbHeZElj8QooR0eVsOlLE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7qX/orP0qh2DCHaTFEU/rz+IF6fDJgQPc/Xx+r49FCl2jF6JFnyRXSZf2w8TL3drXaMkFDS6MYS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\noIwAAAAAsIIyAgAAAMCK/wL6EtxUGmLLJQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4108b61710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%pylab inline\n",
"# Bug in matplot lib causes plotting issues when residency is < 1\n",
"df = ncdf.apply(lambda x: x*10)\n",
"plt.style.use('ggplot')\n",
"colors = plt.rcParams['axes.color_cycle']\n",
"fig, axes = plt.subplots(nrows=5, ncols=2, figsize=(12,30))\n",
"\n",
"for ax, col in zip(axes.flat, df.columns):\n",
" ax.pie(df[col], labels=df.index, autopct='%.2f', colors=colors)\n",
" ax.set(ylabel='', title=col, aspect='equal')\n",
"\n",
"axes[0, 0].legend(bbox_to_anchor=(0, 0.5))\n",
"\n",
"# fig.savefig('your_file.png') # Or whichever format you'd like\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}