exoplayer_video_cpu_frequency_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": 4,
   "metadata": {
    "run_control": {
     "marked": false
    }
   },
   "outputs": [],
   "source": [
    "import logging\n",
    "from conf import LisaLogging\n",
    "LisaLogging.setup(level=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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": 6,
   "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": 7,
   "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: video + menu governor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read trace data before optimization"
   ]
  },
  {
   "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-exoplayer-video-menu.dat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "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": [
       "(1.6221101042222024, 1.39653770961573)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f724a7a7250>"
      ]
     },
     "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": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "res_dir = '/home/leoy/Work2/Develop/daniell'\n",
    "trace_file = os.path.join(res_dir, \"trace-exoplayer-video-wfi.dat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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-exoplayer-video-wfi.dat']\n"
     ]
    }
   ],
   "source": [
    "trace = Trace(hikey960_platform, trace_file, events=hikey960_conf['ftrace']['events'], normalize_time=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.6216569167180388, 1.343002448763764)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f724a6d4950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trace.analysis.frequency.plotClusterFrequencies()"
   ]
  }
 ],
 "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
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 },
 "nbformat": 4,
 "nbformat_minor": 1
}