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AndroidX Core Team2e416b22020-12-03 22:58:07 +00001# Benchmarking in AndroidX
2
3[TOC]
4
5The public documentation at
6[d.android.com/benchmark](http://d.android.com/benchmark) explains how to use
7the library - this page focuses on specifics to writing libraries in the
8AndroidX repo, and our continuous testing / triage process.
9
AndroidX Core Team0e7745f2021-04-08 17:00:10 +000010This page is for MICRO benchmarks measuring CPU performance of small sections of
11code. If you're looking for measuring startup or jank, see the guide for
12MACRObenchmarks [here](macrobenchmarking).
13
AndroidX Core Team2e416b22020-12-03 22:58:07 +000014### Writing the benchmark
15
16Benchmarks are just regular instrumentation tests! Just use the
AndroidX Core Team408c27b2020-12-15 15:57:00 +000017[`BenchmarkRule`](https://android.googlesource.com/platform/frameworks/support/+/androidx-main/benchmark/junit4/src/main/java/androidx/benchmark/junit4/BenchmarkRule.kt)
AndroidX Core Team2e416b22020-12-03 22:58:07 +000018provided by the library:
19
20<section class="tabs">
21
22#### Kotlin {.new-tab}
23
24```kotlin
25@RunWith(AndroidJUnit4::class)
26class ViewBenchmark {
27 @get:Rule
28 val benchmarkRule = BenchmarkRule()
29
30 @Test
31 fun simpleViewInflate() {
32 val context = InstrumentationRegistry
33 .getInstrumentation().targetContext
34 val inflater = LayoutInflater.from(context)
35 val root = FrameLayout(context)
36
37 benchmarkRule.measure {
38 inflater.inflate(R.layout.test_simple_view, root, false)
39 }
40 }
41}
42```
43
44#### Java {.new-tab}
45
46```java
47@RunWith(AndroidJUnit4.class)
48public class ViewBenchmark {
49 @Rule
50 public BenchmarkRule mBenchmarkRule = new BenchmarkRule();
51
52 @Test
53 public void simpleViewInflate() {
54 Context context = InstrumentationRegistry
55 .getInstrumentation().getTargetContext();
56 final BenchmarkState state = mBenchmarkRule.getState();
57 LayoutInflater inflater = LayoutInflater.from(context);
58 FrameLayout root = new FrameLayout(context);
59
60 while (state.keepRunning()) {
61 inflater.inflate(R.layout.test_simple_view, root, false);
62 }
63 }
64}
65```
66
67</section>
68
69## Project structure
70
71As in the public documentation, benchmarks in the AndroidX repo are test-only
72library modules. Differences for AndroidX repo:
73
AndroidX Core Team0e7745f2021-04-08 17:00:10 +0000741. Module must live in `integration-tests` group directory
AndroidX Core Team2e416b22020-12-03 22:58:07 +0000751. Module name must end with `-benchmark` in `settings.gradle`.
AndroidX Core Team2e416b22020-12-03 22:58:07 +000076
77### I'm lazy and want to start quickly
78
79Start by copying one of the following projects:
80
AndroidX Core Team408c27b2020-12-15 15:57:00 +000081* [navigation-benchmark](https://android.googlesource.com/platform/frameworks/support/+/refs/heads/androidx-main/navigation/benchmark/)
82* [recyclerview-benchmark](https://android.googlesource.com/platform/frameworks/support/+/refs/heads/androidx-main/recyclerview/recyclerview-benchmark/)
AndroidX Core Team2e416b22020-12-03 22:58:07 +000083
84### Compose
85
86Compose builds the benchmark from source, so usage matches the rest of the
87AndroidX project. See existing Compose benchmark projects:
88
AndroidX Core Team408c27b2020-12-15 15:57:00 +000089* [Compose UI benchmarks](https://cs.android.com/androidx/platform/frameworks/support/+/androidx-main:compose/integration-tests/benchmark/)
90* [Compose Runtime benchmarks](https://cs.android.com/androidx/platform/frameworks/support/+/androidx-main:compose/runtime/runtime/compose-runtime-benchmark/)
AndroidX Core Team2e416b22020-12-03 22:58:07 +000091
92## Profiling
93
94### Command Line
95
96The benchmark library supports capturing profiling information - sampled and
97method - from the command line. Here's an example which runs the
98`androidx.ui.benchmark.test.CheckboxesInRowsBenchmark#draw` method with
99`MethodSampling` profiling:
100
101```
102./gradlew compose:integ:bench:cC \
103 -P android.testInstrumentationRunnerArguments.androidx.benchmark.profiling.mode=MethodSampling \
104 -P android.testInstrumentationRunnerArguments.class=androidx.ui.benchmark.test.CheckboxesInRowsBenchmark#draw
105```
106
107The command output will tell you where to look for the file on your host
108machine:
109
110```
11104:33:49 I/Benchmark: Benchmark report files generated at
AndroidX Core Team408c27b2020-12-15 15:57:00 +0000112/androidx-main/out/ui/ui/integration-tests/benchmark/build/outputs/connected_android_test_additional_output
AndroidX Core Team2e416b22020-12-03 22:58:07 +0000113```
114
115To inspect the captured trace, open the appropriate `*.trace` file in that
116directory with Android Studio, using `File > Open`.
117
118For more information on the `MethodSampling` and `MethodTracing` profiling
119modes, see the
120[Studio Profiler configuration docs](https://developer.android.com/studio/profile/cpu-profiler#configurations),
121specifically Java Sampled Profiling, and Java Method Tracing.
122
123![Sample flame chart](benchmarking_images/profiling_flame_chart.png "Sample flame chart")
124
125### Advanced: Simpleperf Method Sampling
126
127[Simpleperf](https://android.googlesource.com/platform/system/extras/+/master/simpleperf/doc/)
128offers more accurate profiling for apps than standard method sampling, due to
129lower overhead (as well as C++ profiling support). Simpleperf support will be
130simplified and improved over time.
131
132[Simpleperf app profiling docs](https://android.googlesource.com/platform/system/extras/+/master/simpleperf/doc/android_application_profiling.md).
133
134#### Device
135
136Get an API 28+ device (Or a rooted API 27 device). The rest of this section is
137about *why* those constraints exist, skip if not interested.
138
139Simpleperf has restrictions about where it can be used - Jetpack Benchmark will
140only support API 28+ for now, due to
141[platform/simpleperf constraints](https://android.googlesource.com/platform/system/extras/+/master/simpleperf/doc/android_application_profiling.md#prepare-an-android-application)
142(see last subsection titled "If you want to profile Java code"). Summary is:
143
144- <=23 (M): Unsupported for Java code.
145
146- 24-25 (N): Requires compiled Java code. We haven't investigated support.
147
148- 26 (O): Requires compiled Java code, and wrapper script. We haven't
149 investigated support.
150
151- 27 (P): Can profile all Java code, but requires `userdebug`/rooted device
152
153- \>=28 (Q): Can profile all Java code, requires profileable (or
154 `userdebug`/rooted device)
155
156We aren't planning to support profiling debuggable APK builds, since they're
157misleading for profiling.
158
159#### Initial setup
160
161Currently, we rely on Python scripts built by the simpleperf team. We can
162eventually build this into the benchmark library / gradle plugin. Download the
163scripts from AOSP:
164
165```
166# copying to somewhere outside of the androidx repo
167git clone https://android.googlesource.com/platform/system/extras ~/simpleperf
168```
169
170Next configure your path to ensure the ADB that the scripts will use matches the
171androidx tools:
172
173```
174export PATH=$PATH:<path/to/androidx>/prebuilts/fullsdk-<linux or darwin>/platform-tools
175```
176
177Now, setup your device for simpleperf:
178
179```
180~/simpleperf/simpleperf/scripts/api_profiler.py prepare --max-sample-rate 10000000
181```
182
183#### Build and Run, Option 1: Studio (slightly recommended)
184
185Running from Studio is simpler, since you don't have to manually install and run
186the APKs, avoiding Gradle.
187
188Add the following to the benchmark module's build.gradle:
189
190```
191android {
192 defaultConfig {
193 // DO NOT COMMIT!!
194 testInstrumentationRunnerArgument 'androidx.benchmark.profiling.mode', 'MethodSamplingSimpleperf'
195 // Optional: Control freq / duration.
196 testInstrumentationRunnerArgument 'androidx.benchmark.profiler.sampleFrequency', '1000000'
197 testInstrumentationRunnerArgument 'androidx.benchmark.profiler.sampleDurationSeconds', '5'
198 }
199}
200```
201
202And run the test or tests you'd like to measure from within Studio.
203
204#### Build and Run, Option 2: Command Line
205
206**Note - this will be significantly simplified in the future**
207
208Since we're not using AGP to pull the files yet, we can't invoke the benchmark
209through Gradle, because Gradle uninstalls after each test run. Instead, let's
210just build and run manually:
211
212```
213./gradlew compose:integration-tests:benchmark:assembleReleaseAndroidTest
214
215adb install -r ../../../out/ui/compose/integration-tests/benchmark/build/outputs/apk/androidTest/release/benchmark-release-androidTest.apk
216
217# run the test (can copy this line from Studio console, when running a benchmark)
218adb shell am instrument -w -m --no-window-animation -e androidx.benchmark.profiling.mode MethodSamplingSimpleperf -e debug false -e class 'androidx.ui.benchmark.test.CheckboxesInRowsBenchmark#toggleCheckbox_draw' androidx.ui.benchmark.test/androidx.benchmark.junit4.AndroidBenchmarkRunner
219```
220
221#### Pull and open the trace
222
223```
224# move the files to host
225# (Note: removes files from device)
226~/simpleperf/simpleperf/scripts/api_profiler.py collect -p androidx.ui.benchmark.test -o ~/simpleperf/results
227
228# create/open the HTML report
229~/simpleperf/simpleperf/scripts/report_html.py -i ~/simpleperf/results/CheckboxesInRowsBenchmark_toggleCheckbox_draw\[1\].data
230```
231
232### Advanced: Studio Profiling
233
234Profiling for allocations and simpleperf profiling requires Studio to capture.
235
236Studio profiling tools require `debuggable=true`. First, temporarily override it
237in your benchmark's `androidTest/AndroidManifest.xml`.
238
239Next choose which profiling you want to do: Allocation, or Sampled (SimplePerf)
240
241`ConnectedAllocation` will help you measure the allocations in a single run of a
242benchmark loop, after warmup.
243
244`ConnectedSampled` will help you capture sampled profiling, but with the more
245detailed / accurate Simpleperf sampling.
246
247Set the profiling type in your benchmark module's `build.gradle`:
248
249```
250android {
251 defaultConfig {
252 // Local only, don't commit this!
253 testInstrumentationRunnerArgument 'androidx.benchmark.profiling.mode', 'ConnectedAllocation'
254 }
255}
256```
257
258Run `File > Sync Project with Gradle Files`, or sync if Studio asks you. Now any
259benchmark runs in that project will permit debuggable, and pause before and
260after the test, to allow you to connect a profiler and start recording, and then
261stop recording.
262
263#### Running and Profiling
264
265After the benchmark test starts, you have about 20 seconds to connect the
266profiler:
267
2681. Click the profiler tab at the bottom
2691. Click the plus button in the top left, `<device name>`, `<process name>`
2701. Next step depends on which you intend to capture
271
272#### Allocations
273
274Click the memory section, and right click the window, and select `Record
275allocations`. Approximately 20 seconds later, right click again and select `Stop
276recording`.