jankbench_cpu_freq_analysis

TraceAnalysis_cpufreq_for_daniel_exoplayer_video.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# CPUFreq and scheduler Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "run_control": {
     "marked": false
    }
   },
   "outputs": [],
   "source": [
    "import logging\n",
    "from conf import LisaLogging\n",
    "LisaLogging.setup(level=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "run_control": {
     "marked": false
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "\n",
    "# Support to access the remote target\n",
    "from env import TestEnv\n",
    "\n",
    "# Support to access cpuidle information from the target\n",
    "from devlib import *\n",
    "\n",
    "# Support to configure and run RTApp based workloads\n",
    "from wlgen import RTA, Ramp\n",
    "\n",
    "# Support for trace events analysis\n",
    "from trace import Trace\n",
    "from trace import ResidencyTime, ResidencyData\n",
    "\n",
    "# DataFrame support\n",
    "import pandas as pd\n",
    "from pandas import DataFrame\n",
    "\n",
    "# Trappy (plots) support\n",
    "import trappy\n",
    "from trappy import ILinePlot\n",
    "from trappy.stats.grammar import Parser\n",
    "\n",
    "import matplotlib.gridspec as gridspec\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hikey960 Platform Configurations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Setup target configuration\n",
    "hikey960_conf = {\n",
    "    \"platform\"     : 'generic_linux',\n",
    "    \"board\"        : 'hikey960',\n",
    "    \"results_dir\"  : \"test\",\n",
    "    \"modules\"      : [ 'cpufreq', 'cpuidle' ],\n",
    "    \"ftrace\"       : {\n",
    "        \"events\" : [ \"cpu_idle\", \"cpu_frequency\" ],\n",
    "        \"buffsize\" : 100 * 1024,\n",
    "    },\n",
    "    \"tools\"        : [ 'trace-cmd', 'taskset', 'rt-app', 'sysbench' ],\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "hikey960_platform = {\n",
    "    'kernel': {\n",
    "        'major': 4,\n",
    "        'sha1': '78e8b90',\n",
    "        'version': '57 SMP PREEMPT Sat Jul 1 15:42:00 CST 2017',\n",
    "        'version_number': 14,\n",
    "        'parts': [4, 14, 74],\n",
    "        'rc': None,\n",
    "        'release': '4.4.74-g78e8b90',\n",
    "        'minor': 74\n",
    "    },\n",
    "    \n",
    "    'freqs': {\n",
    "        'little':    [ 533000,  999000, 1402000, 1709000, 1844000 ],\n",
    "        'big': [ 903000, 1421000, 1805000, 2112000, 2362000 ]\n",
    "    },\n",
    "    \n",
    "    'nrg_model': {\n",
    "        'big': {\n",
    "            'cluster': {\n",
    "                'nrg_max': 433\n",
    "            },\n",
    "            'cpu': {\n",
    "                'cap_max': 1024,\n",
    "                'nrg_max': 2848\n",
    "            }\n",
    "        },\n",
    "        'little': {\n",
    "            'cluster': {\n",
    "                'nrg_max': 144\n",
    "            },\n",
    "            'cpu': {\n",
    "                'cap_max': 462,\n",
    "                'nrg_max': 502\n",
    "            }\n",
    "        }\n",
    "    },\n",
    "    \n",
    "    'clusters': {\n",
    "        'big'    : [4, 5, 6, 7],\n",
    "        'little' : [0, 1, 2, 3]\n",
    "    },\n",
    "    'cpus_count': 8,\n",
    "    'topology': [[0, 1, 2, 3], [4, 5, 6, 7]]\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test case 1: jankbench + menu governor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read trace data before optimization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "res_dir = '/home/leoy/Work2/Develop/daniell'\n",
    "trace_file = os.path.join(res_dir, \"trace-jankbench-menu.dat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['trace-cmd', 'report', '-r', 'sched_wakeup_new', '-r', 'sched_switch', '-r', 'sched_wakeup', '/home/leoy/Work2/Develop/daniell/trace-jankbench-menu.dat']\n"
     ]
    }
   ],
   "source": [
    "trace = Trace(hikey960_platform, trace_file, events=hikey960_conf['ftrace']['events'], normalize_time=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.4636833928086608, 1.0189733383526711)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffa9dc1a610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trace.analysis.frequency.plotClusterFrequencies()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test case 2: video + wfi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "res_dir = '/home/leoy/Work2/Develop/daniell'\n",
    "trace_file = os.path.join(res_dir, \"trace-jankbench-wfi.dat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['trace-cmd', 'report', '-r', 'sched_wakeup_new', '-r', 'sched_switch', '-r', 'sched_wakeup', '/home/leoy/Work2/Develop/daniell/trace-jankbench-wfi.dat']\n"
     ]
    }
   ],
   "source": [
    "trace = Trace(hikey960_platform, trace_file, events=hikey960_conf['ftrace']['events'], normalize_time=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.5973500347895462, 1.0689881694365755)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffa9f8405d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trace.analysis.frequency.plotClusterFrequencies()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "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": "2.7.15rc1"
  },
  "toc": {
   "toc_cell": false,
   "toc_number_sections": true,
   "toc_threshold": 6,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}