pytorch/android/pytorch_android_torchvision/build.gradle
Ivan Kobzarev 104b2c610b Tensor prep from image in native (#31426)
Summary:
Pull Request resolved: https://github.com/pytorch/pytorch/pull/31426

Tensor convertion from YUV image is moved to native with optimizations to eliminate branching inside loop, no variables declaration, less ops.

Perf stat from local devices - measuring converting 320x240 image from camera to 1,3,224,224 tensor;
Legend:
Java - current java impl
JavaOpt - current java impl + the same optimizations with no if/else in for, declare variables outside of for, inlining etc.
C - C impl

```
Nexus 5
JavaOpt N:25 avg:119.24 min: 87 max:177 p10:102 p25:105 p50:115 p75:127 p90:150
      C N:25 avg: 17.24 min: 14 max: 39 p10: 14 p25: 15 p50: 15 p75: 16 p90: 23
   Java N:25 avg:139.96 min: 70 max:214 p10: 89 p25:110 p50:139 p75:173 p90:181
avg C vs JavaOpt 6.91x

Pixel 3 XL
JavaOpt N:19 avg: 16.11 min: 12 max: 19 p10: 14 p25: 15 p50: 16 p75: 18 p90: 19
      C N:19 avg:  5.79 min:  3 max: 10 p10:  4 p25:  5 p50:  6 p75:  6 p90:  9
   Java N:19 avg: 16.21 min: 12 max: 20 p10: 14 p25: 15 p50: 16 p75: 18 p90: 20
avg C vs JavaOpt 2.78x

Full build with 4 abis inside:
Pixel 3 XL
JavaOpt N:25 avg: 18.84 min: 16 max: 24 p10: 16 p25: 17 p50: 18 p75: 20 p90: 22
      C N:25 avg:  7.96 min:  5 max: 10 p10:  7 p25:  7 p50:  8 p75:  9 p90:  9
avg C vs JavaOpt 2.36x
```

Test Plan: Imported from OSS

Differential Revision: D19165429

Pulled By: IvanKobzarev

fbshipit-source-id: 3b54e545f6fbecbc5bb43216aca81061e70bd369
2020-01-15 17:10:00 -08:00

66 lines
1.8 KiB
Groovy

apply plugin: 'com.android.library'
apply plugin: 'maven'
android {
compileSdkVersion rootProject.compileSdkVersion
buildToolsVersion rootProject.buildToolsVersion
defaultConfig {
minSdkVersion rootProject.minSdkVersion
targetSdkVersion rootProject.targetSdkVersion
versionCode 0
versionName "0.1"
testInstrumentationRunner "androidx.test.runner.AndroidJUnitRunner"
ndk {
abiFilters ABI_FILTERS.split(",")
}
}
buildTypes {
debug {
minifyEnabled false
debuggable true
}
release {
minifyEnabled false
}
}
externalNativeBuild {
cmake {
path "CMakeLists.txt"
}
}
useLibrary 'android.test.runner'
useLibrary 'android.test.base'
useLibrary 'android.test.mock'
}
dependencies {
implementation project(':pytorch_android')
implementation 'com.android.support:appcompat-v7:' + rootProject.androidSupportAppCompatV7Version
implementation 'com.facebook.soloader:nativeloader:' + rootProject.soLoaderNativeLoaderVersion
testImplementation 'junit:junit:' + rootProject.junitVersion
testImplementation 'androidx.test:core:' + rootProject.coreVersion
androidTestImplementation 'junit:junit:' + rootProject.junitVersion
androidTestImplementation 'androidx.test:core:' + rootProject.coreVersion
androidTestImplementation 'androidx.test.ext:junit:' + rootProject.extJUnitVersion
androidTestImplementation 'androidx.test:rules:' + rootProject.rulesVersion
androidTestImplementation 'androidx.test:runner:' + rootProject.runnerVersion
}
apply from: rootProject.file('gradle/release.gradle')
task sourcesJar(type: Jar) {
from android.sourceSets.main.java.srcDirs
classifier = 'sources'
}
artifacts.add('archives', sourcesJar)