Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
How to use Macrobenchmark
Search
Veronikapj
July 20, 2024
Programming
0
340
How to use Macrobenchmark
Google I/O extended Android Korea 2024 에서 벤치마크 사용 설명서란 주제로 발표한 내용입니다.
https://festa.io/events/5509
Veronikapj
July 20, 2024
Tweet
Share
More Decks by Veronikapj
See All by Veronikapj
Google I/O 요약만 봤다고? AI가 못 보는 진짜 이야기
veronikapj
0
45
The Know-how of Seniors in the Age of AI
veronikapj
0
65
Gemini in Android Studio I/O extended 2024
veronikapj
0
390
앱 성능 영혼까지 끌어올리기
veronikapj
0
1.1k
Software Productivity - Devfest Songdo 2023
veronikapj
0
1k
파이어베이스로 서비스 품질 올리기
veronikapj
0
360
What's new in Android IO23 Daejeon
veronikapj
1
290
KC23_Coroutine_Testing
veronikapj
0
160
ComposeCamp2022 Pathway2
veronikapj
1
400
Other Decks in Programming
See All in Programming
Bedrock AgentCore ObservabilityによるAIエージェントの運用
licux
9
670
A Gopher's Guide to Vibe Coding
danicat
0
140
Claude Code と OpenAI o3 で メタデータ情報を作る
laket
0
130
コーディングは技術者(エンジニア)の嗜みでして / Learning the System Development Mindset from Rock Lady
mackey0225
2
480
Langfuseと歩む生成AI活用推進
licux
3
180
令和最新版手のひらコンピュータ
koba789
13
7.7k
decksh - a little language for decks
ajstarks
4
21k
画像コンペでのベースラインモデルの育て方
tattaka
3
1.7k
React 使いじゃなくても知っておきたい教養としての React
oukayuka
18
5.7k
マイコンでもRustのtestがしたい その2/KernelVM Tokyo 18
tnishinaga
2
2.3k
JetBrainsのAI機能の紹介 #jjug
yusuke
0
200
物語を動かす行動"量" #エンジニアニメ
konifar
14
5k
Featured
See All Featured
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
mongodb
47
9.6k
Build The Right Thing And Hit Your Dates
maggiecrowley
37
2.8k
Embracing the Ebb and Flow
colly
86
4.8k
Automating Front-end Workflow
addyosmani
1370
200k
StorybookのUI Testing Handbookを読んだ
zakiyama
30
6k
4 Signs Your Business is Dying
shpigford
184
22k
Connecting the Dots Between Site Speed, User Experience & Your Business [WebExpo 2025]
tammyeverts
8
460
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
tammyeverts
53
2.9k
Bootstrapping a Software Product
garrettdimon
PRO
307
110k
Java REST API Framework Comparison - PWX 2021
mraible
33
8.8k
BBQ
matthewcrist
89
9.8k
Product Roadmaps are Hard
iamctodd
PRO
54
11k
Transcript
# Performance Macrobenchmark ࢎਊ ࢸݺࢲ ߓ | GDG Korea Android
ஏਸ ా೧ ୡӝ ࢿמਸ ࢸפ. ޙઁܳ ੌਵఃח ਗੋਸ ഛੋפ. ஏೞӝ
ਗੋ ঈ ࢿמ ޙઁܳ ೧Ѿೞח ߑߨ ഛੋೠ ղਊী ٮۄ ٘ܳ ࣻפ. ٘ ࣻ ࢿמਸ ஏೞҊ ୡӝ ࢿמҗ ࠺Үפ. ୡӝ ࢿמҗ ࠺Ү 🙆 Intro
Intro ٘ী ऀযח Unstable Parameters ܳ ݽف ୶ೞҊ ࣻೞ ݃ࣁਃ.
🙅 хਵ۽ ନ ݈ӝ! ೧ ஹನ࠶ ܻஹನ࣌ਸ ਬߊೞח গפݫ࣌ਸ ઁೞ݃ࣁਃ. хী ٮۄ ੍ӝ য۰ ୭ചܳ प೯ೞ ݃ࣁਃ.
ஏਸ ా೧ ୡӝ ࢿמਸ ࢸפ. ޙઁܳ ੌਵఃח ਗੋਸ ഛੋפ. ஏೞӝ
ਗੋ ঈ ࢿמ ޙઁܳ ೧Ѿೞח ߑߨ Intro ഛੋೠ ղਊী ٮۄ ٘ܳ ࣻפ. ٘ ࣻ ࢿמਸ ஏೞҊ ୡӝ ࢿמҗ ࠺Үפ. ୡӝ ࢿמҗ ࠺Ү
ࢿמ ޙઁܳ ખ ؊ औѱ ӝ ਤೠ ஏী ೠ ঠӝ
݃ߨ ইתפ. 🧙 # Performance
Intro জ ղࠗ ز ঌ ਃ হ UiAutomatorܳ ࢎ ਊ೧ࢲ
ࢿמਸ ஏפ. Jetpack Macrobenchmark ਬо ࠁח Ѫҗ э ࢿמਸ ഛੋפ. Performance ബҗ ஏਸ ਤೠ ୶ୌೞח ߑߨ ࢿמ ஏ पઁ ࢎਊ ജ҃ ࢿמ CIীࢲ प೯ ଵҊ : పझী ೠ ӝࠄੋ ೧
ޖਸ ஏ ೡ ࣻ աਃ? Intro জ दೡ ٸ৬
۽٘ ؼ ٸ ݃ա Ѧܻח Startup Timing 01 Frame Timing 02 Frameਸ ࢤࢿೞחؘ ݃ա Ѧܻח Trace Section 03 নೠ ஏਸ ೧ࠅ ࣻ ח ਊب API Memory Usage 04 জ ݃ա ݆ ݫݽܻܳ ࢎਊೞҊ ח Power 05 জ ݃ա ݆ ߓఠܻܳ ࣗݽೞҊ ח + https://developer.android.com/topic/performance/benchmarking/macrobenchmark-metrics
https://developer.android.com/codelabs/jetpack-compose-performance#0 Practical performance problem solving in Jetpack Compose ஏೞӝ
ஏೞӝ Macrobenchmark ݽٕ Macrobenchmarkח জ ٘৬ ܻ࠙ غয জ ஏ
పझ प೯ਸ ೞח com.android.test ݽٕ ਃפ.
ޖѢ Composable ୭ച ೞӝ ஏೞӝ
ஏೞӝ ஏ ҅ദ ࣁӝ • Layout Inspectorܳ ࢎਊ೧ࢲ ҳઑܳ ঈ
• п Layout ߹ दрਸ ஏ
ஏೞӝ Layout ҳઑ • Column : HeavyItem • PublishedText •
PublishDate.format • Layout : ImageDisplay • ImagePlaceHolder • ItemTag
@RunWith(AndroidJUnit4::class) class HeavyScreenBenchmark { @get:Rule val benchmarkRule = MacrobenchmarkRule() @Test
fun accelerateHeavyScreenCompilation() = benchmark(CompilationMode.Partial()) fun benchmark(compilationMode: CompilationMode) { rule.measureRepeated( packageName = "com.compose.performance", metrics = listOf( FrameTimingMetric(), TraceSectionMetric("HeavyItem", TraceSectionMetric.Mode.Sum) ), compilationMode = compilationMode, startupMode = StartupMode.WARM, iterations = 10, setupBlock = { setupBlock() }, measureBlock = { measureBlock() } ) } }
@RunWith(AndroidJUnit4::class) class HeavyScreenBenchmark { @get:Rule val benchmarkRule = MacrobenchmarkRule() @Test
fun accelerateHeavyScreenCompilation() fun benchmark(compilationMode: CompilationMode) { } } class MacrobenchmarkRule : TestRule JUnit ӏਸ ࢎਊೞৈ গܻா࣌ द, झ܀݂ ژח গפݫ࣌җ э ӏݽ সਸ ߮݃ఊೞח ߑߨਸ ઁҕפ. https://developer.android.com/reference/kotlin/androidx/benchmark/macro/junit4/MacrobenchmarkRule
@RunWith(AndroidJUnit4::class) class HeavyScreenBenchmark { @get:Rule val benchmarkRule = MacrobenchmarkRule() @Test
fun accelerateHeavyScreenCompilation() = benchmark(CompilationMode.Partial()) fun benchmark(compilationMode: CompilationMode) { rule.measureRepeated( packageName = "com.compose.performance", metrics = listOf( FrameTimingMetric(), TraceSectionMetric("HeavyItem", TraceSectionMetric.Mode.Sum) ), compilationMode = compilationMode, startupMode = StartupMode.WARM, iterations = 10, setupBlock = { setupBlock() }, measureBlock = { measureBlock() } ) } }
@RunWith(AndroidJUnit4::class) class HeavyScreenBenchmark { @Test fun accelerateHeavyScreenCompilation() = benchmark(CompilationMode.Partial()) }
https://developer.android.com/reference/androidx/benchmark/macro/CompilationMode CompilationMode.Partial জ द ࢿמ ஏೞҊ ೧ೞחؘ ࢎਊ (Default) CompilationMode.Full জ प೯ runtime ࢿמ ࠺Ү ߂ ѐࢶ JIT ୭ച۽ ੋೠ ࢿמ ߸ز ਃੋ ઁѢ CompilationMode.None ࢎ ஹੌ হ. Baseline Pro fi le җ Benchmark ղীࢲ ࠺Ү CompilationMode
@RunWith(AndroidJUnit4::class) class HeavyScreenBenchmark { @get:Rule val benchmarkRule = MacrobenchmarkRule() @Test
fun accelerateHeavyScreenCompilation() = benchmark(CompilationMode.Partial()) fun benchmark(compilationMode: CompilationMode) { rule.measureRepeated( packageName = "com.compose.performance", metrics = listOf( FrameTimingMetric(), TraceSectionMetric("HeavyItem", TraceSectionMetric.Mode.Sum) ), compilationMode = compilationMode, startupMode = StartupMode.WARM, iterations = 10, setupBlock = { setupBlock() }, measureBlock = { measureBlock() } ) } }
@RunWith(AndroidJUnit4::class) class HeavyScreenBenchmark { fun benchmark(compilationMode: CompilationMode) { rule.measureRepeated( .
. . startupMode = StartupMode.WARM, } Sta rt upMode https://developer.android.com/topic/performance/benchmarking/macrobenchmark-metrics StartupMode.COLD Sta rt up Benchmarkী ࢎਊ setupBlock৬ mesureBlock ࢎী জ ۽ࣁझ ઙܐ StartupMode.WARM Frame timing Benchmarkী ࢎਊ setupBlock റী ۽ࣁझо ઙܐغ ঋ ۽ࣁझܳ ઙܐೞ ঋҊ ݽٚ प೯ ੋ Activityܳ ײ Activity द ߑधҗ పझ द द ۽ࣁझ ࢚క ߸҃ StartupMode.HOT п Activity ߹ நय ݫழפ્ਸ ஏೞחؘ ࢎਊ ۽ࣁझ, ী प೯ ؍ Activityب द غ ঋ Null Macrobenchmark о ইޖѪب ೞ ঋח ݽ٘ killProcess() ۽ ஶ܀
@RunWith(AndroidJUnit4::class) class HeavyScreenBenchmark { @get:Rule val benchmarkRule = MacrobenchmarkRule() @Test
fun accelerateHeavyScreenCompilation() = benchmark(CompilationMode.Partial()) fun benchmark(compilationMode: CompilationMode) { rule.measureRepeated( packageName = "com.compose.performance", metrics = listOf( FrameTimingMetric(), TraceSectionMetric("HeavyItem", TraceSectionMetric.Mode.Sum) ), compilationMode = compilationMode, startupMode = StartupMode.WARM, iterations = 10, setupBlock = { setupBlock() }, measureBlock = { measureBlock() } ) } } SetupBlock ਗೞח ஏ ചݶ Frame ө ز (۽Ӓੋ ١)
@RunWith(AndroidJUnit4::class) class HeavyScreenBenchmark { @get:Rule val benchmarkRule = MacrobenchmarkRule() @Test
fun accelerateHeavyScreenCompilation() = benchmark(CompilationMode.Partial()) fun benchmark(compilationMode: CompilationMode) { rule.measureRepeated( packageName = "com.compose.performance", metrics = listOf( FrameTimingMetric(), TraceSectionMetric("HeavyItem", TraceSectionMetric.Mode.Sum) ), compilationMode = compilationMode, startupMode = StartupMode.WARM, iterations = 10, setupBlock = { setupBlock() }, measureBlock = { measureBlock() } ) } } MeasureBlock ஏਸ ਗೞח ز
MeasureBlock ஏਸ ਗೞח ز override fun MacrobenchmarkScope.measureBlock() { pressHome() startTaskActivity("accelerate_heavy")
device.wait( Until.hasObject(By.res("list_of_items")), 5_000) val feed = device.findObject(By.res("list_of_items")) feed.setGestureMargin(device.displayWidth / 5) repeat(2) { feed.drag( Point( feed.visibleCenter.x, feed.visibleBounds.top ) ) Thread.sleep(500) } }
MeasureBlock TestTagܳ ࠢৈࢲ ਗೞח resource ইоӝ @Composable fun ScreenContent(items: List<HeavyItem>)
{ LazyVerticalGrid( modifier = Modifier .fillMaxSize() .testTag(“list_of_items"), . . . ) { items(items) { item -> HeavyItem(item) } } } device.wait(Until.hasObject(By.res("list_of_items")), 5_000)
MeasureBlock TestTagܳ ࠢৈࢲ ਗೞח resource ইоӝ @Composable fun ScreenContent(items: List<HeavyItem>)
{ LazyVerticalGrid( modifier = Modifier .fillMaxSize() .testTag(“list_of_items"), . . . ) { items(items) { item -> HeavyItem(item) } } } device.wait(Until.hasObject(By.res("list_of_items")), 5_000)
MeasureBlock ஏਸ ਗೞח ز - झ܀ override fun MacrobenchmarkScope.measureBlock() {
pressHome() startTaskActivity("accelerate_heavy") device.wait( Until.hasObject(By.res("list_of_items")), 5_000) val feed = device.findObject(By.res("list_of_items")) feed.setGestureMargin(device.displayWidth / 5) repeat(2) { feed.drag( Point( feed.visibleCenter.x, feed.visibleBounds.top ) ) Thread.sleep(500) } }
@RunWith(AndroidJUnit4::class) class HeavyScreenBenchmark { @get:Rule val benchmarkRule = MacrobenchmarkRule() @Test
fun accelerateHeavyScreenCompilation() = benchmark(CompilationMode.Partial()) fun benchmark(compilationMode: CompilationMode) { rule.measureRepeated( packageName = "com.compose.performance", metrics = listOf( FrameTimingMetric(), TraceSectionMetric("HeavyItem", TraceSectionMetric.Mode.Sum) ), compilationMode = compilationMode, startupMode = StartupMode.WARM, iterations = 10, setupBlock = { setupBlock() }, measureBlock = { measureBlock() } ) } } ஏ ೦ݾ https://developer.android.com/topic/performance/benchmarking/macrobenchmark-metrics
@RunWith(AndroidJUnit4::class) class HeavyScreenBenchmark { fun benchmark(compilationMode: CompilationMode) { rule.measureRepeated( .
. . metrics = listOf( FrameTimingMetric() . . .), } frameDurationCpuMs P50 11.9, P90 24.0, P95 30.3, P99 90.6 frameOverrunMs P50 3.5, P90 21.2, P95 25.9, P99 252.0 FrameTimingMetric 👉 CPUীࢲ UI झۨ٘৬ RenterThreadীࢲ ۨ ࢤࢿغחؘ Ѧܽ दр https://developer.android.com/topic/performance/benchmarking/macrobenchmark-metrics
@RunWith(AndroidJUnit4::class) class HeavyScreenBenchmark { fun benchmark(compilationMode: CompilationMode) { rule.measureRepeated( .
. . metrics = listOf( FrameTimingMetric() . . .), } frameDurationCpuMs P50 11.9, P90 24.0, P95 30.3, P99 90.6 frameOverrunMs P50 3.5, P90 21.2, P95 25.9, P99 252.0 FrameTimingMetric 👉 CPUীࢲ UI झۨ٘৬ RenterThreadীࢲ ۨ ࢤࢿغחؘ Ѧܽ दр 👉 য ۨ ӝೠਸ ֈӟ दр +(নࣻ)ੌ ࣻ۾ ߡߢѢܿ, - (ࣻ)ח ݃ա ࡅܲ Android 12(API 31) https://developer.android.com/topic/performance/benchmarking/macrobenchmark-metrics
ஏೞӝ TraceSection Metric • Column : HeavyItem • PublishedText •
PublishDate.format • Layout : ImageDisplay • ImagePlaceHolder • ItemTag Layout ҳઑ ߹۽ ࢸ
listOf( FrameTimingMetric(), TraceSectionMetric("HeavyItem", TraceSectionMetric.Mode.Sum), TraceSectionMetric("PublishedText", TraceSectionMetric.Mode.Sum), TraceSectionMetric("PublishDate.format", TraceSectionMetric.Mode.Sum), TraceSectionMetric("ImageDisplay", TraceSectionMetric.Mode.Sum),
TraceSectionMetric("ImagePlaceholder", TraceSectionMetric.Mode.Sum), TraceSectionMetric("ItemTag", TraceSectionMetric.Mode.Sum) ) @RunWith(AndroidJUnit4::class) class HeavyScreenBenchmark { fun benchmark(compilationMode: CompilationMode) { rule.measureRepeated( . . . metrics = listOf(FrameTimingMetric(). . .), } TraceSectionMetric Trace Section ઁҕػ sectionName җ ੌೞח പࣻ৬ ࣗਃػ दр ୭ࣗदр, ঔ ч, ୭ दр (ms) h tt ps://developer.android.com/topic/pe rf ormance/benchmarking/macrobenchmark-metrics?hl=ko#trace-section
TraceSectionMetric.Mode TraceSectionMetric("HeavyItem", TraceSectionMetric.Mode.Sum), https://developer.android.com/reference/androidx/benchmark/macro/TraceSectionMetric.Mode Mode.First SectionName ੌೞח ߣ૩ ࣂ࣌ instance
ࣗਃदр Mode.Sum SectionName ੌೞח ݽٚ ࣂ࣌ instance ࣗਃ दр ҅ Mode.Max SectionName ੌೞח ࣂ࣌ о ч ӝ۾ Mode.Min SectionName ੌೞח ࣂ࣌ о ч ӝ۾ Mode.Average SectionName ੌೞח ࣂ࣌ ಣӐ Mode.Count SectionName ੌೞח ࣂ࣌ ѐࣻ 1.3.0 beta+ 1.3.0 beta+ 1.3.0 beta+ 1.3.0 beta+
ஏೞӝ _count : SectionName җ ੌೞח іࣻ _ms : Section
ஏػ ࣗਃ दр TraceSectionMetric ஏ Ѿҗ
ஏೞӝ HeavyItem PublishedText PublishDate.format ImageDisplay ImagePlaceHolder ItemTag Min Median Max
HeavyItem 46.4 50.2 53.0 PublishedText 6.9 7.7 8.6 PublishDate.format 0.7 0.8 0.9 ImageDisplay 27.1 29.1 30.4 ImagePlaceHolder 17.4 18.6 19.3 ItemTag 2.7 3.6 5.4 TraceSectionMetric ஏ Ѿҗ
System Trace ࠁ۞оӝ ਗੋঈ Test Resultsীࢲ Ѿҗ link ࠗ࠙ ܼ
Trace ੌ ਤ Measure > build > outputs > connected_android_text_additional_output
> benchmarkRelease > connected > ‘connected device’ ਗੋঈ
ਗੋঈ Pro fi ler System Trace
উ٘۽٘ झౚ٣য় प೯ ਃ হ ٣߄झ Threadܳ ࠅ ࣻ
Trace , प೯غח SQL quries ਗੋঈ Web-based tool Gives you whole picture https://youtu.be/Z96wfbID_Yc?si=pOe8w7hT7IEbsnb-&t=655 Investigate deeper H tt ps://ui.pe rf e tt o.dev/
ਗੋঈ Pe rf e tt o
ਗੋঈ Expected Timeline दझమীࢲ ۨ ࢤࢿೞח ࢚ ఋۄੋ
ਗੋঈ Actual Timeline ࢚ࠁ য়ې Ѧ۰ࢲ ࢤࢿػ ۨ पઁ۽ ۨ
ࢤࢿػ दр
ਗੋঈ System-tracing call cha r दр ইې ഐػ ೣࣻ
ࣗਃ दр ୨ Trace Code Untrace Code
ਗੋঈ о য়ې Ѧܻח স ࠙ࢳೞӝ HeavyItem ࣗਃ दр
ਗੋঈ о ݆ ରೞח दр ImageDisplay о য়ې Ѧܻח স
࠙ࢳೞӝ
ਗੋঈ Image ۽٘ೞחؘ Placeholder о о য়ې Ѧܻ֎?? о য়ې
Ѧܻח স ࠙ࢳೞӝ
ਗੋঈ https://developer.android.com/develop/ui/compose/tooling/tracing दػ ݅ ୶ য়ߡ٘о Ҋ জ ࢿמী
ೱਸ ঋ জ ݽٚ ೣࣻ ഐਸ ୶ জ ࢿמী ೱਸ ݅ ߊࢤೞ ח ࢚ട, ഐغח ೣࣻ, ഐ ࠼بܳ ਵ۽ ঈ Composition function ನೣغয ঋ Composition function ನೣ Composition Tracing +
// :app module implementation( “androidx.compose.runtime:runtime-tracing:1.0.0-beta01" ) https://developer.android.com/develop/ui/compose/tooling/tracing // :mesure module
implementation( “androidx.tracing:tracing-perfetto:1.0.0") implementation( "androidx.tracing:tracing-perfetto-binary:1.0.0") // gradle configuration androidx.benchmark.fullTracing.enable=true
ਗੋঈ Composition function ҙ оמ
ImagePlaceHolder ѐࢶ 1. ܳ ࠺زӝ۽ ۽٘ 2. ؊ ࡈܻ ۽٘غب۾
ࢎਊ 3. ਃೠ ӝী ٮۄ ઑغח Vector Drawable ࢎਊ ٘ࣻ
1600 x 1600 px @Composable fun imagePlaceholder() = trace("ImagePlaceholder") {
painterResource(R.drawable.placeholder) } ٘ࣻ
@Composable fun imagePlaceholder() = trace("ImagePlaceholder") { painterResource(R.drawable.placeholder_vector) } placeholder_vector.xml ٘ࣻ
TraceSectionMetric ஏ Ѿҗ ୡӝ ࢿמҗ ࠺Ү
ѐࢶ Ѿҗ Before A ft er Max ӝળ 19.3 ীࢲ
4.4 ۽ 77.2% хࣗ ୡӝ ࢿמҗ ࠺Ү
Before A ft er ୡӝ ࢿמҗ ࠺Ү
ஏਸ ా೧ ୡӝ ࢿמਸ ࢸפ. ޙઁܳ ੌਵఃח ਗੋਸ ഛੋפ. ஏೞӝ
ਗੋ ঈ ࢿמ ޙઁܳ ೧Ѿೞח ߑߨ ഛੋೠ ղਊী ٮۄ ٘ܳ ࣻפ. ٘ ࣻ ࢿמਸ ஏೞҊ ୡӝ ࢿמҗ ࠺Үפ. ୡӝ ࢿמҗ ࠺Ү 🙆 Intro
ஏਸ ా೧ ୡӝ ࢿמਸ ࢸפ. ޙઁܳ ੌਵఃח ਗੋਸ ഛੋפ. ஏೞӝ
ਗੋ ঈ ഛੋೠ ղਊী ٮۄ ٘ܳ ࣻפ. ٘ ࣻ ࢿמਸ ஏೞҊ ୡӝ ࢿמҗ ࠺Үפ. ୡӝ ࢿמҗ ࠺Ү ܻ Macrobenchmark ࢸೞӝ ஏ чٜ ঌইࠁӝ Ѿҗ ч ࠺Үೞӝ Profiler ژח Perfetto chart ೧ೞӝ ޖѢ স оߺѱ ѐࢶೞӝ ࣻ റ ബҗо ח ࠺Үೞӝ
хࢎפ. ߓ veronikapj GDG Korea Android Resources https://developer.android.com/codelabs/jetpack-compose-performance