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Vladimir Valouch committed Mar 18, 2019
1 parent c1da3c8 commit 14c73ba
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8 changes: 8 additions & 0 deletions android/TestKeras/.gitignore
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*.iml
.gradle
/local.properties
.idea
.DS_Store
/build
/captures
.externalNativeBuild
1 change: 1 addition & 0 deletions android/TestKeras/app/.gitignore
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/build
39 changes: 39 additions & 0 deletions android/TestKeras/app/build.gradle
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apply plugin: 'com.android.application'

apply plugin: 'kotlin-android'

apply plugin: 'kotlin-android-extensions'

android {
compileSdkVersion 28
defaultConfig {
applicationId "com.valouch.test.testkeras"
minSdkVersion 21
targetSdkVersion 28
versionCode 1
versionName "1.0"
testInstrumentationRunner "android.support.test.runner.AndroidJUnitRunner"
}
buildTypes {
release {
minifyEnabled false
proguardFiles getDefaultProguardFile('proguard-android.txt'), 'proguard-rules.pro'
}
}
aaptOptions {
noCompress "tflite"
}
}

dependencies {
implementation fileTree(dir: 'libs', include: ['*.jar'])
implementation"org.jetbrains.kotlin:kotlin-stdlib-jdk7:$kotlin_version"
implementation 'com.android.support:appcompat-v7:28.0.0'
implementation 'com.android.support.constraint:constraint-layout:1.1.3'

implementation 'org.tensorflow:tensorflow-lite:1.13.1'

testImplementation 'junit:junit:4.12'
androidTestImplementation 'com.android.support.test:runner:1.0.2'
androidTestImplementation 'com.android.support.test.espresso:espresso-core:3.0.2'
}
21 changes: 21 additions & 0 deletions android/TestKeras/app/proguard-rules.pro
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# Add project specific ProGuard rules here.
# You can control the set of applied configuration files using the
# proguardFiles setting in build.gradle.
#
# For more details, see
# http://developer.android.com/guide/developing/tools/proguard.html

# If your project uses WebView with JS, uncomment the following
# and specify the fully qualified class name to the JavaScript interface
# class:
#-keepclassmembers class fqcn.of.javascript.interface.for.webview {
# public *;
#}

# Uncomment this to preserve the line number information for
# debugging stack traces.
#-keepattributes SourceFile,LineNumberTable

# If you keep the line number information, uncomment this to
# hide the original source file name.
#-renamesourcefileattribute SourceFile
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package com.valouch.test.testkeras

import android.support.test.InstrumentationRegistry
import android.support.test.runner.AndroidJUnit4

import org.junit.Test
import org.junit.runner.RunWith

import org.junit.Assert.*

/**
* Instrumented test, which will execute on an Android device.
*
* See [testing documentation](http://d.android.com/tools/testing).
*/
@RunWith(AndroidJUnit4::class)
class ExampleInstrumentedTest {
@Test
fun useAppContext() {
// Context of the app under test.
val appContext = InstrumentationRegistry.getTargetContext()
assertEquals("com.valouch.test.testkeras", appContext.packageName)
}
}
21 changes: 21 additions & 0 deletions android/TestKeras/app/src/main/AndroidManifest.xml
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<?xml version="1.0" encoding="utf-8"?>
<manifest xmlns:android="http://schemas.android.com/apk/res/android"
package="com.valouch.test.testkeras">

<application
android:allowBackup="true"
android:icon="@mipmap/ic_launcher"
android:label="@string/app_name"
android:roundIcon="@mipmap/ic_launcher_round"
android:supportsRtl="true"
android:theme="@style/AppTheme">
<activity android:name="com.valouch.test.testkeras.MainActivity">
<intent-filter>
<action android:name="android.intent.action.MAIN"/>

<category android:name="android.intent.category.LAUNCHER"/>
</intent-filter>
</activity>
</application>

</manifest>
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package com.valouch.test.testkeras

import android.app.Activity
import android.support.v7.app.AppCompatActivity
import android.os.Bundle
import kotlinx.android.synthetic.main.activity_main.*
import org.tensorflow.lite.Interpreter
import java.io.FileInputStream
import java.nio.ByteBuffer
import java.nio.ByteOrder
import java.nio.MappedByteBuffer
import java.nio.channels.FileChannel
import kotlin.concurrent.thread

class MainActivity : AppCompatActivity() {

override fun onCreate(savedInstanceState: Bundle?) {
super.onCreate(savedInstanceState)
setContentView(R.layout.activity_main)

thread(start = true) {
runInference()
}
}

fun runInference() {
val tfliteModel = loadModelFile(this)
val tflite = Interpreter(tfliteModel, Interpreter.Options())

var inputData: ByteBuffer = ByteBuffer.allocateDirect(
1
* 6 //6 attributes/columns
* 1 //1 row
* 4 //4 bytes per number as the number is float
)
inputData.order(ByteOrder.nativeOrder())

floatArrayOf(1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f).forEach {
inputData.putFloat(it)
}

val labelProbArray: Array<FloatArray> = Array(1) { FloatArray(1) }

tflite.run(inputData, labelProbArray)

var prediction = (labelProbArray[0][0])
runOnUiThread { result.text = "Prediction $prediction" }
}


private fun loadModelFile(activity: Activity): MappedByteBuffer {
val fileDescriptor = activity.assets.openFd("trained_model.tflite")
val inputStream = FileInputStream(fileDescriptor.fileDescriptor)
val fileChannel = inputStream.channel
val startOffset = fileDescriptor.startOffset
val declaredLength = fileDescriptor.declaredLength
return fileChannel.map(FileChannel.MapMode.READ_ONLY, startOffset, declaredLength)
}
}
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xmlns:aapt="http://schemas.android.com/aapt"
android:width="108dp"
android:height="108dp"
android:viewportHeight="108"
android:viewportWidth="108">
<path
android:fillType="evenOdd"
android:pathData="M32,64C32,64 38.39,52.99 44.13,50.95C51.37,48.37 70.14,49.57 70.14,49.57L108.26,87.69L108,109.01L75.97,107.97L32,64Z"
android:strokeColor="#00000000"
android:strokeWidth="1">
<aapt:attr name="android:fillColor">
<gradient
android:endX="78.5885"
android:endY="90.9159"
android:startX="48.7653"
android:startY="61.0927"
android:type="linear">
<item
android:color="#44000000"
android:offset="0.0"/>
<item
android:color="#00000000"
android:offset="1.0"/>
</gradient>
</aapt:attr>
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android:fillColor="#FFFFFF"
android:fillType="nonZero"
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android:strokeColor="#00000000"
android:strokeWidth="1"/>
</vector>
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xmlns:android="http://schemas.android.com/apk/res/android"
android:height="108dp"
android:width="108dp"
android:viewportHeight="108"
android:viewportWidth="108">
<path android:fillColor="#008577"
android:pathData="M0,0h108v108h-108z"/>
<path android:fillColor="#00000000" android:pathData="M9,0L9,108"
android:strokeColor="#33FFFFFF" android:strokeWidth="0.8"/>
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20 changes: 20 additions & 0 deletions android/TestKeras/app/src/main/res/layout/activity_main.xml
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<?xml version="1.0" encoding="utf-8"?>
<android.support.constraint.ConstraintLayout
xmlns:android="http://schemas.android.com/apk/res/android"
xmlns:tools="http://schemas.android.com/tools"
xmlns:app="http://schemas.android.com/apk/res-auto"
android:layout_width="match_parent"
android:layout_height="match_parent"
tools:context=".MainActivity">

<TextView
android:id="@+id/result"
android:layout_width="wrap_content"
android:layout_height="wrap_content"
android:text="Hello World!"
app:layout_constraintBottom_toBottomOf="parent"
app:layout_constraintLeft_toLeftOf="parent"
app:layout_constraintRight_toRightOf="parent"
app:layout_constraintTop_toTopOf="parent"/>

</android.support.constraint.ConstraintLayout>
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<?xml version="1.0" encoding="utf-8"?>
<adaptive-icon xmlns:android="http://schemas.android.com/apk/res/android">
<background android:drawable="@drawable/ic_launcher_background"/>
<foreground android:drawable="@drawable/ic_launcher_foreground"/>
</adaptive-icon>
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<?xml version="1.0" encoding="utf-8"?>
<adaptive-icon xmlns:android="http://schemas.android.com/apk/res/android">
<background android:drawable="@drawable/ic_launcher_background"/>
<foreground android:drawable="@drawable/ic_launcher_foreground"/>
</adaptive-icon>
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6 changes: 6 additions & 0 deletions android/TestKeras/app/src/main/res/values/colors.xml
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<?xml version="1.0" encoding="utf-8"?>
<resources>
<color name="colorPrimary">#008577</color>
<color name="colorPrimaryDark">#00574B</color>
<color name="colorAccent">#D81B60</color>
</resources>
3 changes: 3 additions & 0 deletions android/TestKeras/app/src/main/res/values/strings.xml
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<resources>
<string name="app_name">TestKeras</string>
</resources>
11 changes: 11 additions & 0 deletions android/TestKeras/app/src/main/res/values/styles.xml
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<resources>

<!-- Base application theme. -->
<style name="AppTheme" parent="Theme.AppCompat.Light.DarkActionBar">
<!-- Customize your theme here. -->
<item name="colorPrimary">@color/colorPrimary</item>
<item name="colorPrimaryDark">@color/colorPrimaryDark</item>
<item name="colorAccent">@color/colorAccent</item>
</style>

</resources>
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package com.valouch.test.testkeras

import org.junit.Test

import org.junit.Assert.*

/**
* Example local unit test, which will execute on the development machine (host).
*
* See [testing documentation](http://d.android.com/tools/testing).
*/
class ExampleUnitTest {
@Test
fun addition_isCorrect() {
assertEquals(4, 2 + 2)
}
}
27 changes: 27 additions & 0 deletions android/TestKeras/build.gradle
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// Top-level build file where you can add configuration options common to all sub-projects/modules.

buildscript {
ext.kotlin_version = '1.3.11'
repositories {
google()
jcenter()
}
dependencies {
classpath 'com.android.tools.build:gradle:3.2.1'
classpath "org.jetbrains.kotlin:kotlin-gradle-plugin:$kotlin_version"

// NOTE: Do not place your application dependencies here; they belong
// in the individual module build.gradle files
}
}

allprojects {
repositories {
google()
jcenter()
}
}

task clean(type: Delete) {
delete rootProject.buildDir
}
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