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exoplayer_video_cpu_frequency_analysis_2
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{
"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: video + 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-exoplayer-video-menu.dat\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"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": [
"(1.6221101042222024, 1.39653770961573)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fee02f56990>"
]
},
"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-exoplayer-video-wfi.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": [
"(1.6216569167180388, 1.343002448763764)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fee02e71d10>"
]
},
"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
}
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