{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "UiBench per-CPU CGroup residency analysis (with eas 1.2)\n", "=======================\n", "This is a run of top-of-tree Wahoo\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "#!/usr/bin/env python\n", "%pylab inline\n", "import trappy\n", "from trace import Trace\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(level=logging.ERROR)\n", "logging.info('#### Setup FTrace')\n", "path_to_html = \"/home/joelaf/repo/lisa-aosp/external/lisa/results/UiBench_eas12_4.4.56-g3a99b558e8c2/trace.html\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Total amount of time spent per Cgroup (schedtune)\n", "===========================\n", "(NaN is the idle task)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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"------------------------------------------------------------" ] }, { "cell_type": "code", "execution_count": 4, "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" ] }, { "data": { "image/png": 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5jatjMULUDWarFYdyarA1vRSH82pYgHSRp0KKaf2DMXtIOK7qGwS5zHlneyEi12cVBBzJ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w0fLzEdIWzs2rVL2dnZysrKks1m0/Dhw7V6dfOR3eXLl2vo0KGy2+2SpNTUVBNRASCiUUbQ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\nAgDMOC6XSy+88IK2bdumSCSiiooKz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tr.analysis.residency.plot_cgroup('schedtune', idle=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot per-CPU breakdown WITH considering idle time (yellow slice)\n", "------------------------------------------------------------" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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MW4t+jdPZ9pOk3Lz9zPt1Krv2ftliu6a5+csLt/DKW/O6dD3f54g3cKDKv0pI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c6dOzNs2DDuv/9+bDYbU6ZMqTn0UUREWobCiDSKWZRmdQnSAkx7MO+uPnmdR4cO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\nbcrPz+/6PD8/X21tbResCYVCl10DA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tr.analysis.residency.plot_cgroup('schedtune', idle=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qLMGitlboShhjTRGJLF1Ve/YQuhLWDjhcsM7taglw9hzPaMpYZ9G3D9A3SOgq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\n2NjIv3ftYsyQIR1+LyISgHrGgc3vf07vdn6/5gLgxhtv5MY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tr.analysis.residency.plot_cgroup('schedtune', cgroup='background')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+f0EkEgmdhjgZKhfEbTCOQ9VnS6Db+bPQUQhxGcohIxDw8rsQq72EjkKcCJUL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tr.analysis.residency.plot_cgroup('schedtune', cgroup='root')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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WkFuOvdFZOBibgwJ+9NFiFFdWYV90NvZFZ8NaaoXeHZwwLNAdY4I9eTgsa5X4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tr.analysis.residency.plot_cgroup('schedtune', cgroup='top-app')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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v/90KxWBUOw55OBYMomZQsWcnij//AFWpiWpHIQ+kCQyB/5/uge8fboOi1akd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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tr.analysis.residency.plot_cgroup('schedtune', cgroup='foreground')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Conclusions\n", "-------------\n", "* root CGroup ran considerably less on core 6 (7.5% to 2.6%) and slightly less on core 7 so there's definitely improvement with tasks that are not assigned to any CGroup with this patch stack\n", "* Background group still runs on the big cores" ] } ], "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 }