Full Code of googlecodelabs/mlkit-android for AI

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Repository: googlecodelabs/mlkit-android
Branch: master
Commit: b8d3a567fbc5
Files: 180
Total size: 387.6 KB

Directory structure:
gitextract_6feot24i/

├── .github/
│   └── workflows/
│       ├── build-object-detection-final-app.yml
│       ├── build-object-detection-starter-app.yml
│       ├── build-translate-starter-app.yml
│       ├── build-vision-final-app.yml
│       └── build-vision-starter-app.yml
├── .gitignore
├── CONTRIBUTING.md
├── LICENSE
├── README.md
├── custom-model/
│   ├── final/
│   │   ├── .gitignore
│   │   ├── app/
│   │   │   ├── .gitignore
│   │   │   ├── build.gradle
│   │   │   ├── proguard-rules.pro
│   │   │   └── src/
│   │   │       └── main/
│   │   │           ├── AndroidManifest.xml
│   │   │           ├── assets/
│   │   │           │   └── labels.txt
│   │   │           ├── java/
│   │   │           │   └── com/
│   │   │           │       └── google/
│   │   │           │           └── firebase/
│   │   │           │               └── codelab/
│   │   │           │                   └── mlkit_custommodel/
│   │   │           │                       ├── GraphicOverlay.java
│   │   │           │                       ├── LabelGraphic.java
│   │   │           │                       └── MainActivity.kt
│   │   │           └── res/
│   │   │               ├── drawable/
│   │   │               │   └── ic_launcher_background.xml
│   │   │               ├── drawable-v24/
│   │   │               │   └── ic_launcher_foreground.xml
│   │   │               ├── layout/
│   │   │               │   └── activity_main.xml
│   │   │               ├── mipmap-anydpi-v26/
│   │   │               │   ├── ic_launcher.xml
│   │   │               │   └── ic_launcher_round.xml
│   │   │               └── values/
│   │   │                   ├── colors.xml
│   │   │                   ├── strings.xml
│   │   │                   └── styles.xml
│   │   ├── build.gradle
│   │   ├── gradle/
│   │   │   └── wrapper/
│   │   │       ├── gradle-wrapper.jar
│   │   │       └── gradle-wrapper.properties
│   │   ├── gradle.properties
│   │   ├── gradlew
│   │   ├── gradlew.bat
│   │   └── settings.gradle
│   └── starter/
│       ├── .gitignore
│       ├── app/
│       │   ├── .gitignore
│       │   ├── build.gradle
│       │   ├── proguard-rules.pro
│       │   └── src/
│       │       └── main/
│       │           ├── AndroidManifest.xml
│       │           ├── assets/
│       │           │   └── labels.txt
│       │           ├── java/
│       │           │   └── com/
│       │           │       └── google/
│       │           │           └── firebase/
│       │           │               └── codelab/
│       │           │                   └── mlkit_custommodel/
│       │           │                       ├── GraphicOverlay.java
│       │           │                       ├── LabelGraphic.java
│       │           │                       └── MainActivity.kt
│       │           └── res/
│       │               ├── drawable/
│       │               │   └── ic_launcher_background.xml
│       │               ├── drawable-v24/
│       │               │   └── ic_launcher_foreground.xml
│       │               ├── layout/
│       │               │   └── activity_main.xml
│       │               ├── mipmap-anydpi-v26/
│       │               │   ├── ic_launcher.xml
│       │               │   └── ic_launcher_round.xml
│       │               └── values/
│       │                   ├── colors.xml
│       │                   ├── strings.xml
│       │                   └── styles.xml
│       ├── build.gradle
│       ├── gradle/
│       │   └── wrapper/
│       │       ├── gradle-wrapper.jar
│       │       └── gradle-wrapper.properties
│       ├── gradle.properties
│       ├── gradlew
│       ├── gradlew.bat
│       └── settings.gradle
├── object-detection/
│   ├── .gitignore
│   ├── final/
│   │   ├── .gitignore
│   │   ├── app/
│   │   │   ├── build.gradle
│   │   │   ├── proguard-rules.pro
│   │   │   └── src/
│   │   │       └── main/
│   │   │           ├── AndroidManifest.xml
│   │   │           ├── java/
│   │   │           │   └── com/
│   │   │           │       └── google/
│   │   │           │           └── mlkit/
│   │   │           │               └── codelab/
│   │   │           │                   └── objectdetection/
│   │   │           │                       └── MainActivity.kt
│   │   │           └── res/
│   │   │               ├── drawable/
│   │   │               │   ├── ic_camera.xml
│   │   │               │   └── ic_launcher_background.xml
│   │   │               ├── drawable-v24/
│   │   │               │   └── ic_launcher_foreground.xml
│   │   │               ├── layout/
│   │   │               │   └── activity_main.xml
│   │   │               ├── mipmap-anydpi-v26/
│   │   │               │   ├── ic_launcher.xml
│   │   │               │   └── ic_launcher_round.xml
│   │   │               ├── values/
│   │   │               │   ├── colors.xml
│   │   │               │   ├── strings.xml
│   │   │               │   └── themes.xml
│   │   │               ├── values-night/
│   │   │               │   └── themes.xml
│   │   │               └── xml/
│   │   │                   └── file_paths.xml
│   │   ├── build.gradle
│   │   ├── gradle/
│   │   │   └── wrapper/
│   │   │       ├── gradle-wrapper.jar
│   │   │       └── gradle-wrapper.properties
│   │   ├── gradle.properties
│   │   ├── gradlew
│   │   ├── gradlew.bat
│   │   └── settings.gradle
│   └── starter/
│       ├── .gitignore
│       ├── app/
│       │   ├── build.gradle
│       │   ├── proguard-rules.pro
│       │   └── src/
│       │       └── main/
│       │           ├── AndroidManifest.xml
│       │           ├── java/
│       │           │   └── com/
│       │           │       └── google/
│       │           │           └── mlkit/
│       │           │               └── codelab/
│       │           │                   └── objectdetection/
│       │           │                       └── MainActivity.kt
│       │           └── res/
│       │               ├── drawable/
│       │               │   ├── ic_camera.xml
│       │               │   └── ic_launcher_background.xml
│       │               ├── drawable-v24/
│       │               │   └── ic_launcher_foreground.xml
│       │               ├── layout/
│       │               │   └── activity_main.xml
│       │               ├── mipmap-anydpi-v26/
│       │               │   ├── ic_launcher.xml
│       │               │   └── ic_launcher_round.xml
│       │               ├── values/
│       │               │   ├── colors.xml
│       │               │   ├── strings.xml
│       │               │   └── themes.xml
│       │               ├── values-night/
│       │               │   └── themes.xml
│       │               └── xml/
│       │                   └── file_paths.xml
│       ├── build.gradle
│       ├── gradle/
│       │   └── wrapper/
│       │       ├── gradle-wrapper.jar
│       │       └── gradle-wrapper.properties
│       ├── gradle.properties
│       ├── gradlew
│       ├── gradlew.bat
│       └── settings.gradle
├── translate/
│   ├── README.md
│   └── starter/
│       ├── app/
│       │   ├── build.gradle
│       │   ├── proguard-rules.pro
│       │   └── src/
│       │       └── main/
│       │           ├── AndroidManifest.xml
│       │           ├── java/
│       │           │   └── com/
│       │           │       └── google/
│       │           │           └── mlkit/
│       │           │               └── codelab/
│       │           │                   └── translate/
│       │           │                       ├── MainActivity.kt
│       │           │                       ├── analyzer/
│       │           │                       │   └── TextAnalyzer.kt
│       │           │                       ├── main/
│       │           │                       │   ├── MainFragment.kt
│       │           │                       │   └── MainViewModel.kt
│       │           │                       └── util/
│       │           │                           ├── ImageUtils.kt
│       │           │                           ├── Language.kt
│       │           │                           ├── ResultOrError.kt
│       │           │                           ├── ScopedExecutor.kt
│       │           │                           └── SmoothedMutableLiveData.kt
│       │           └── res/
│       │               ├── drawable/
│       │               │   └── ic_launcher_background.xml
│       │               ├── drawable-v24/
│       │               │   └── ic_launcher_foreground.xml
│       │               ├── layout/
│       │               │   ├── main_activity.xml
│       │               │   └── main_fragment.xml
│       │               ├── mipmap-anydpi-v26/
│       │               │   ├── ic_launcher.xml
│       │               │   └── ic_launcher_round.xml
│       │               └── values/
│       │                   ├── colors.xml
│       │                   ├── strings.xml
│       │                   └── styles.xml
│       ├── build.gradle
│       ├── gradle/
│       │   └── wrapper/
│       │       ├── gradle-wrapper.jar
│       │       └── gradle-wrapper.properties
│       ├── gradle.properties
│       ├── gradlew
│       ├── gradlew.bat
│       └── settings.gradle
└── vision/
    ├── final/
    │   ├── app/
    │   │   ├── build.gradle
    │   │   ├── proguard-rules.pro
    │   │   └── src/
    │   │       └── main/
    │   │           ├── AndroidManifest.xml
    │   │           ├── java/
    │   │           │   └── com/
    │   │           │       └── google/
    │   │           │           └── codelab/
    │   │           │               └── mlkit/
    │   │           │                   ├── FaceContourGraphic.java
    │   │           │                   ├── GraphicOverlay.java
    │   │           │                   ├── LabelGraphic.java
    │   │           │                   ├── MainActivity.java
    │   │           │                   └── TextGraphic.java
    │   │           └── res/
    │   │               ├── drawable/
    │   │               │   └── ic_launcher_background.xml
    │   │               ├── drawable-v24/
    │   │               │   └── ic_launcher_foreground.xml
    │   │               ├── layout/
    │   │               │   └── activity_main.xml
    │   │               ├── mipmap-anydpi-v26/
    │   │               │   ├── ic_launcher.xml
    │   │               │   └── ic_launcher_round.xml
    │   │               └── values/
    │   │                   ├── colors.xml
    │   │                   ├── strings.xml
    │   │                   └── styles.xml
    │   ├── build.gradle
    │   ├── gradle/
    │   │   └── wrapper/
    │   │       ├── gradle-wrapper.jar
    │   │       └── gradle-wrapper.properties
    │   ├── gradle.properties
    │   ├── gradlew
    │   ├── gradlew.bat
    │   └── settings.gradle
    └── starter/
        ├── app/
        │   ├── .gitignore
        │   ├── build.gradle
        │   ├── proguard-rules.pro
        │   └── src/
        │       └── main/
        │           ├── AndroidManifest.xml
        │           ├── java/
        │           │   └── com/
        │           │       └── google/
        │           │           └── codelab/
        │           │               └── mlkit/
        │           │                   ├── FaceContourGraphic.java
        │           │                   ├── GraphicOverlay.java
        │           │                   ├── LabelGraphic.java
        │           │                   ├── MainActivity.java
        │           │                   └── TextGraphic.java
        │           └── res/
        │               ├── drawable/
        │               │   └── ic_launcher_background.xml
        │               ├── drawable-v24/
        │               │   └── ic_launcher_foreground.xml
        │               ├── layout/
        │               │   └── activity_main.xml
        │               ├── mipmap-anydpi-v26/
        │               │   ├── ic_launcher.xml
        │               │   └── ic_launcher_round.xml
        │               └── values/
        │                   ├── colors.xml
        │                   ├── strings.xml
        │                   └── styles.xml
        ├── build.gradle
        ├── gradle/
        │   └── wrapper/
        │       ├── gradle-wrapper.jar
        │       └── gradle-wrapper.properties
        ├── gradle.properties
        ├── gradlew
        ├── gradlew.bat
        └── settings.gradle

================================================
FILE CONTENTS
================================================

================================================
FILE: .github/workflows/build-object-detection-final-app.yml
================================================
# Workflow name
name: Build CodelabMlkitAndroidObjectDetectionFinalApp

on:
  workflow_dispatch:
  push:
    branches: [ main ]
  pull_request:
    branches: [ main ]

jobs:
  build:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v3

      - name: Set Up JDK
        uses: actions/setup-java@v3
        with:
          distribution: 'zulu'
          java-version: '11'
          cache: 'gradle'

      - name: Setup Gradle
        uses: gradle/actions/setup-gradle@v4

      - name: Make gradlew executable
        run: chmod +x ./gradlew
        working-directory: ./object-detection/final

      - name: Build CodelabMlkitAndroidObjectDetectionFinalApp app
        working-directory: ./object-detection/final
        run: ./gradlew :app:assembleDebug


================================================
FILE: .github/workflows/build-object-detection-starter-app.yml
================================================
# Workflow name
name: Build CodelabMlkitAndroidObjectDetectionStarterApp

on:
  workflow_dispatch:
  push:
    branches: [ main ]
  pull_request:
    branches: [ main ]

jobs:
  build:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v3

      - name: Set Up JDK
        uses: actions/setup-java@v3
        with:
          distribution: 'zulu'
          java-version: '11'
          cache: 'gradle'

      - name: Setup Gradle
        uses: gradle/actions/setup-gradle@v4

      - name: Make gradlew executable
        run: chmod +x ./gradlew
        working-directory: ./object-detection/starter

      - name: Build CodelabMlkitAndroidObjectDetectionStarterApp app
        working-directory: ./object-detection/starter
        run: ./gradlew :app:assembleDebug


================================================
FILE: .github/workflows/build-translate-starter-app.yml
================================================
# Workflow name
name: Build CodelabMlkitAndroidTranslateStarterApp

on:
  workflow_dispatch:
  push:
    branches: [ main ]
  pull_request:
    branches: [ main ]

jobs:
  build:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v3

      - name: Set Up JDK
        uses: actions/setup-java@v3
        with:
          distribution: 'zulu'
          java-version: '11'
          cache: 'gradle'

      - name: Setup Gradle
        uses: gradle/actions/setup-gradle@v4

      - name: Make gradlew executable
        run: chmod +x ./gradlew
        working-directory: ./translate/starter

      - name: Build CodelabMlkitAndroidTranslateStarterApp app
        working-directory: ./translate/starter
        run: ./gradlew :app:assembleDebug


================================================
FILE: .github/workflows/build-vision-final-app.yml
================================================
# Workflow name
name: Build CodelabMlkitAndroidVisionFinalApp

on:
  workflow_dispatch:
  push:
    branches: [ main ]
  pull_request:
    branches: [ main ]

jobs:
  build:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v3

      - name: Set Up JDK
        uses: actions/setup-java@v3
        with:
          distribution: 'zulu'
          java-version: '11'
          cache: 'gradle'

      - name: Setup Gradle
        uses: gradle/actions/setup-gradle@v4

      - name: Make gradlew executable
        run: chmod +x ./gradlew
        working-directory: ./vision/final

      - name: Build CodelabMlkitAndroidVisionFinalApp app
        working-directory: ./vision/final
        run: ./gradlew :app:assembleDebug


================================================
FILE: .github/workflows/build-vision-starter-app.yml
================================================
# Workflow name
name: Build CodelabMlkitAndroidVisionStarterApp

on:
  workflow_dispatch:
  push:
    branches: [ main ]
  pull_request:
    branches: [ main ]

jobs:
  build:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v3

      - name: Set Up JDK
        uses: actions/setup-java@v3
        with:
          distribution: 'zulu'
          java-version: '11'
          cache: 'gradle'

      - name: Setup Gradle
        uses: gradle/actions/setup-gradle@v4

      - name: Make gradlew executable
        run: chmod +x ./gradlew
        working-directory: ./vision/starter

      - name: Build CodelabMlkitAndroidVisionStarterApp app
        working-directory: ./vision/starter
        run: ./gradlew :app:assembleDebug


================================================
FILE: .gitignore
================================================
.gradle
local.properties
.idea
build/
.DS_Store
*.iml
*.apk
*.aar
*.zip
google-services.json
*.tflite

.project
.settings
.classpath


================================================
FILE: CONTRIBUTING.md
================================================
# How to become a contributor and submit your own code

## Contributor License Agreements

We'd love to accept your sample apps and patches! Before we can take them, we
have to jump a couple of legal hurdles.

Please fill out either the individual or corporate Contributor License Agreement
(CLA).

  * If you are an individual writing original source code and you're sure you
    own the intellectual property, then you'll need to sign an [individual CLA]
    (https://developers.google.com/open-source/cla/individual).
  * If you work for a company that wants to allow you to contribute your work,
    then you'll need to sign a [corporate CLA]
    (https://developers.google.com/open-source/cla/corporate).

Follow either of the two links above to access the appropriate CLA and
instructions for how to sign and return it. Once we receive it, we'll be able to
accept your pull requests.

## Contributing A Patch

1. Submit an issue describing your proposed change to the repo in question.
1. The repo owner will respond to your issue promptly.
1. If your proposed change is accepted, and you haven't already done so, sign a
   Contributor License Agreement (see details above).
1. Fork the desired repo, develop and test your code changes.
1. Ensure that your code adheres to the existing style in the sample to which
   you are contributing. Refer to the
   [Google Cloud Platform Samples Style Guide]
   (https://github.com/GoogleCloudPlatform/Template/wiki/style.html) for the
   recommended coding standards for this organization.
1. Ensure that your code has an appropriate set of unit tests which all pass.
1. Submit a pull request.



================================================
FILE: LICENSE
================================================
All image and audio files (including *.png, *.jpg, *.svg, *.mp3, *.wav
and *.ogg) are licensed under the CC-BY 4.0 license. All other files are
licensed under the Apache 2 license.

=======================================================================

Apache License
--------------

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                        http://www.apache.org/licenses/

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================================================
FILE: README.md
================================================
Codelabs for ML Kit
============

This repository contains the code for the ML Kit codelabs:
* [Recognize text and facial features with ML Kit](https://g.co/codelabs/mlkit-android)

Introduction
------------
In these codelabs, you will build an Android app that uses various features
of ML Kit to recognize text and detect facial features. You will learn how to use the built in on-device Text Recognition API and the face contour API.

Pre-requisites
--------------
None.

Getting Started
---------------
Open the `final/` folder in Android Studio to see the final product.
Visit the Google codelabs site to follow along the guided steps.

Screenshots
-----------

Support
-------

- Stack Overflow: http://stackoverflow.com/questions/tagged/google-mlkit

If you've found an error in this sample, please file an issue:
https://github.com/googlecodelabs/mlkit-android/issues

Patches are encouraged, and may be submitted by forking this project and
submitting a pull request through GitHub.

License
-------

Copyright 2018 Google, Inc.

Licensed to the Apache Software Foundation (ASF) under one or more contributor
license agreements.  See the NOTICE file distributed with this work for
additional information regarding copyright ownership.  The ASF licenses this
file to you under the Apache License, Version 2.0 (the "License"); you may not
use this file except in compliance with the License.  You may obtain a copy of
the License at

  http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  See the
License for the specific language governing permissions and limitations under
the License.


================================================
FILE: custom-model/final/.gitignore
================================================
*.iml
.gradle
/local.properties
/.idea/caches
/.idea/libraries
/.idea/modules.xml
/.idea/workspace.xml
/.idea/navEditor.xml
/.idea/assetWizardSettings.xml
.DS_Store
/build
/captures
.externalNativeBuild
.cxx


================================================
FILE: custom-model/final/app/.gitignore
================================================
/build


================================================
FILE: custom-model/final/app/build.gradle
================================================
apply plugin: 'com.android.application'

apply plugin: 'kotlin-android'

apply plugin: 'kotlin-android-extensions'

android {
    compileSdkVersion 29
    buildToolsVersion "29.0.2"
    defaultConfig {
        applicationId "com.google.firebase.codelab.mlkit_custommodel"
        minSdkVersion 21
        targetSdkVersion 29
        versionCode 1
        versionName "1.0"
        testInstrumentationRunner "androidx.test.runner.AndroidJUnitRunner"
    }
    buildTypes {
        release {
            minifyEnabled false
            proguardFiles getDefaultProguardFile('proguard-android-optimize.txt'), 'proguard-rules.pro'
        }
    }
    aaptOptions {
        noCompress "tflite"
    }
}

dependencies {
    // Kotlin
    implementation "org.jetbrains.kotlin:kotlin-stdlib-jdk8:$kotlin_version"

    // Coroutines
    def coroutines_version = '1.3.0'
    implementation "org.jetbrains.kotlinx:kotlinx-coroutines-core:$coroutines_version"
    implementation "org.jetbrains.kotlinx:kotlinx-coroutines-android:$coroutines_version"

    // AndroidX and widgets
    implementation 'androidx.core:core-ktx:1.1.0'
    implementation 'androidx.appcompat:appcompat:1.1.0'
    implementation 'androidx.lifecycle:lifecycle-runtime-ktx:2.2.0-rc02'
    implementation 'androidx.constraintlayout:constraintlayout:1.1.3'

    // Firebase and MLKit
    implementation 'com.google.firebase:firebase-core:17.2.1'
    implementation 'com.google.firebase:firebase-ml-model-interpreter:22.0.0'

    // Test-only dependencies
    testImplementation 'junit:junit:4.12'
    androidTestImplementation 'androidx.test.ext:junit:1.1.1'
    androidTestImplementation 'androidx.test.espresso:espresso-core:3.2.0'
}
apply plugin: 'com.google.gms.google-services'

================================================
FILE: custom-model/final/app/proguard-rules.pro
================================================
# 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


================================================
FILE: custom-model/final/app/src/main/AndroidManifest.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<manifest xmlns:android="http://schemas.android.com/apk/res/android"
    package="com.google.firebase.codelab.mlkit_custommodel">

    <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=".MainActivity">
            <intent-filter>
                <action android:name="android.intent.action.MAIN" />

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

</manifest>

================================================
FILE: custom-model/final/app/src/main/assets/labels.txt
================================================
background
tench
goldfish
great white shark
tiger shark
hammerhead
electric ray
stingray
cock
hen
ostrich
brambling
goldfinch
house finch
junco
indigo bunting
robin
bulbul
jay
magpie
chickadee
water ouzel
kite
bald eagle
vulture
great grey owl
European fire salamander
common newt
eft
spotted salamander
axolotl
bullfrog
tree frog
tailed frog
loggerhead
leatherback turtle
mud turtle
terrapin
box turtle
banded gecko
common iguana
American chameleon
whiptail
agama
frilled lizard
alligator lizard
Gila monster
green lizard
African chameleon
Komodo dragon
African crocodile
American alligator
triceratops
thunder snake
ringneck snake
hognose snake
green snake
king snake
garter snake
water snake
vine snake
night snake
boa constrictor
rock python
Indian cobra
green mamba
sea snake
horned viper
diamondback
sidewinder
trilobite
harvestman
scorpion
black and gold garden spider
barn spider
garden spider
black widow
tarantula
wolf spider
tick
centipede
black grouse
ptarmigan
ruffed grouse
prairie chicken
peacock
quail
partridge
African grey
macaw
sulphur-crested cockatoo
lorikeet
coucal
bee eater
hornbill
hummingbird
jacamar
toucan
drake
red-breasted merganser
goose
black swan
tusker
echidna
platypus
wallaby
koala
wombat
jellyfish
sea anemone
brain coral
flatworm
nematode
conch
snail
slug
sea slug
chiton
chambered nautilus
Dungeness crab
rock crab
fiddler crab
king crab
American lobster
spiny lobster
crayfish
hermit crab
isopod
white stork
black stork
spoonbill
flamingo
little blue heron
American egret
bittern
crane
limpkin
European gallinule
American coot
bustard
ruddy turnstone
red-backed sandpiper
redshank
dowitcher
oystercatcher
pelican
king penguin
albatross
grey whale
killer whale
dugong
sea lion
Chihuahua
Japanese spaniel
Maltese dog
Pekinese
Shih-Tzu
Blenheim spaniel
papillon
toy terrier
Rhodesian ridgeback
Afghan hound
basset
beagle
bloodhound
bluetick
black-and-tan coonhound
Walker hound
English foxhound
redbone
borzoi
Irish wolfhound
Italian greyhound
whippet
Ibizan hound
Norwegian elkhound
otterhound
Saluki
Scottish deerhound
Weimaraner
Staffordshire bullterrier
American Staffordshire terrier
Bedlington terrier
Border terrier
Kerry blue terrier
Irish terrier
Norfolk terrier
Norwich terrier
Yorkshire terrier
wire-haired fox terrier
Lakeland terrier
Sealyham terrier
Airedale
cairn
Australian terrier
Dandie Dinmont
Boston bull
miniature schnauzer
giant schnauzer
standard schnauzer
Scotch terrier
Tibetan terrier
silky terrier
soft-coated wheaten terrier
West Highland white terrier
Lhasa
flat-coated retriever
curly-coated retriever
golden retriever
Labrador retriever
Chesapeake Bay retriever
German short-haired pointer
vizsla
English setter
Irish setter
Gordon setter
Brittany spaniel
clumber
English springer
Welsh springer spaniel
cocker spaniel
Sussex spaniel
Irish water spaniel
kuvasz
schipperke
groenendael
malinois
briard
kelpie
komondor
Old English sheepdog
Shetland sheepdog
collie
Border collie
Bouvier des Flandres
Rottweiler
German shepherd
Doberman
miniature pinscher
Greater Swiss Mountain dog
Bernese mountain dog
Appenzeller
EntleBucher
boxer
bull mastiff
Tibetan mastiff
French bulldog
Great Dane
Saint Bernard
Eskimo dog
malamute
Siberian husky
dalmatian
affenpinscher
basenji
pug
Leonberg
Newfoundland
Great Pyrenees
Samoyed
Pomeranian
chow
keeshond
Brabancon griffon
Pembroke
Cardigan
toy poodle
miniature poodle
standard poodle
Mexican hairless
timber wolf
white wolf
red wolf
coyote
dingo
dhole
African hunting dog
hyena
red fox
kit fox
Arctic fox
grey fox
tabby
tiger cat
Persian cat
Siamese cat
Egyptian cat
cougar
lynx
leopard
snow leopard
jaguar
lion
tiger
cheetah
brown bear
American black bear
ice bear
sloth bear
mongoose
meerkat
tiger beetle
ladybug
ground beetle
long-horned beetle
leaf beetle
dung beetle
rhinoceros beetle
weevil
fly
bee
ant
grasshopper
cricket
walking stick
cockroach
mantis
cicada
leafhopper
lacewing
dragonfly
damselfly
admiral
ringlet
monarch
cabbage butterfly
sulphur butterfly
lycaenid
starfish
sea urchin
sea cucumber
wood rabbit
hare
Angora
hamster
porcupine
fox squirrel
marmot
beaver
guinea pig
sorrel
zebra
hog
wild boar
warthog
hippopotamus
ox
water buffalo
bison
ram
bighorn
ibex
hartebeest
impala
gazelle
Arabian camel
llama
weasel
mink
polecat
black-footed ferret
otter
skunk
badger
armadillo
three-toed sloth
orangutan
gorilla
chimpanzee
gibbon
siamang
guenon
patas
baboon
macaque
langur
colobus
proboscis monkey
marmoset
capuchin
howler monkey
titi
spider monkey
squirrel monkey
Madagascar cat
indri
Indian elephant
African elephant
lesser panda
giant panda
barracouta
eel
coho
rock beauty
anemone fish
sturgeon
gar
lionfish
puffer
abacus
abaya
academic gown
accordion
acoustic guitar
aircraft carrier
airliner
airship
altar
ambulance
amphibian
analog clock
apiary
apron
ashcan
assault rifle
backpack
bakery
balance beam
balloon
ballpoint
Band Aid
banjo
bannister
barbell
barber chair
barbershop
barn
barometer
barrel
barrow
baseball
basketball
bassinet
bassoon
bathing cap
bath towel
bathtub
beach wagon
beacon
beaker
bearskin
beer bottle
beer glass
bell cote
bib
bicycle-built-for-two
bikini
binder
binoculars
birdhouse
boathouse
bobsled
bolo tie
bonnet
bookcase
bookshop
bottlecap
bow
bow tie
brass
brassiere
breakwater
breastplate
broom
bucket
buckle
bulletproof vest
bullet train
butcher shop
cab
caldron
candle
cannon
canoe
can opener
cardigan
car mirror
carousel
carpenter's kit
carton
car wheel
cash machine
cassette
cassette player
castle
catamaran
CD player
cello
cellular telephone
chain
chainlink fence
chain mail
chain saw
chest
chiffonier
chime
china cabinet
Christmas stocking
church
cinema
cleaver
cliff dwelling
cloak
clog
cocktail shaker
coffee mug
coffeepot
coil
combination lock
computer keyboard
confectionery
container ship
convertible
corkscrew
cornet
cowboy boot
cowboy hat
cradle
crane
crash helmet
crate
crib
Crock Pot
croquet ball
crutch
cuirass
dam
desk
desktop computer
dial telephone
diaper
digital clock
digital watch
dining table
dishrag
dishwasher
disk brake
dock
dogsled
dome
doormat
drilling platform
drum
drumstick
dumbbell
Dutch oven
electric fan
electric guitar
electric locomotive
entertainment center
envelope
espresso maker
face powder
feather boa
file
fireboat
fire engine
fire screen
flagpole
flute
folding chair
football helmet
forklift
fountain
fountain pen
four-poster
freight car
French horn
frying pan
fur coat
garbage truck
gasmask
gas pump
goblet
go-kart
golf ball
golfcart
gondola
gong
gown
grand piano
greenhouse
grille
grocery store
guillotine
hair slide
hair spray
half track
hammer
hamper
hand blower
hand-held computer
handkerchief
hard disc
harmonica
harp
harvester
hatchet
holster
home theater
honeycomb
hook
hoopskirt
horizontal bar
horse cart
hourglass
iPod
iron
jack-o'-lantern
jean
jeep
jersey
jigsaw puzzle
jinrikisha
joystick
kimono
knee pad
knot
lab coat
ladle
lampshade
laptop
lawn mower
lens cap
letter opener
library
lifeboat
lighter
limousine
liner
lipstick
Loafer
lotion
loudspeaker
loupe
lumbermill
magnetic compass
mailbag
mailbox
maillot
maillot
manhole cover
maraca
marimba
mask
matchstick
maypole
maze
measuring cup
medicine chest
megalith
microphone
microwave
military uniform
milk can
minibus
miniskirt
minivan
missile
mitten
mixing bowl
mobile home
Model T
modem
monastery
monitor
moped
mortar
mortarboard
mosque
mosquito net
motor scooter
mountain bike
mountain tent
mouse
mousetrap
moving van
muzzle
nail
neck brace
necklace
nipple
notebook
obelisk
oboe
ocarina
odometer
oil filter
organ
oscilloscope
overskirt
oxcart
oxygen mask
packet
paddle
paddlewheel
padlock
paintbrush
pajama
palace
panpipe
paper towel
parachute
parallel bars
park bench
parking meter
passenger car
patio
pay-phone
pedestal
pencil box
pencil sharpener
perfume
Petri dish
photocopier
pick
pickelhaube
picket fence
pickup
pier
piggy bank
pill bottle
pillow
ping-pong ball
pinwheel
pirate
pitcher
plane
planetarium
plastic bag
plate rack
plow
plunger
Polaroid camera
pole
police van
poncho
pool table
pop bottle
pot
potter's wheel
power drill
prayer rug
printer
prison
projectile
projector
puck
punching bag
purse
quill
quilt
racer
racket
radiator
radio
radio telescope
rain barrel
recreational vehicle
reel
reflex camera
refrigerator
remote control
restaurant
revolver
rifle
rocking chair
rotisserie
rubber eraser
rugby ball
rule
running shoe
safe
safety pin
saltshaker
sandal
sarong
sax
scabbard
scale
school bus
schooner
scoreboard
screen
screw
screwdriver
seat belt
sewing machine
shield
shoe shop
shoji
shopping basket
shopping cart
shovel
shower cap
shower curtain
ski
ski mask
sleeping bag
slide rule
sliding door
slot
snorkel
snowmobile
snowplow
soap dispenser
soccer ball
sock
solar dish
sombrero
soup bowl
space bar
space heater
space shuttle
spatula
speedboat
spider web
spindle
sports car
spotlight
stage
steam locomotive
steel arch bridge
steel drum
stethoscope
stole
stone wall
stopwatch
stove
strainer
streetcar
stretcher
studio couch
stupa
submarine
suit
sundial
sunglass
sunglasses
sunscreen
suspension bridge
swab
sweatshirt
swimming trunks
swing
switch
syringe
table lamp
tank
tape player
teapot
teddy
television
tennis ball
thatch
theater curtain
thimble
thresher
throne
tile roof
toaster
tobacco shop
toilet seat
torch
totem pole
tow truck
toyshop
tractor
trailer truck
tray
trench coat
tricycle
trimaran
tripod
triumphal arch
trolleybus
trombone
tub
turnstile
typewriter keyboard
umbrella
unicycle
upright
vacuum
vase
vault
velvet
vending machine
vestment
viaduct
violin
volleyball
waffle iron
wall clock
wallet
wardrobe
warplane
washbasin
washer
water bottle
water jug
water tower
whiskey jug
whistle
wig
window screen
window shade
Windsor tie
wine bottle
wing
wok
wooden spoon
wool
worm fence
wreck
yawl
yurt
web site
comic book
crossword puzzle
street sign
traffic light
book jacket
menu
plate
guacamole
consomme
hot pot
trifle
ice cream
ice lolly
French loaf
bagel
pretzel
cheeseburger
hotdog
mashed potato
head cabbage
broccoli
cauliflower
zucchini
spaghetti squash
acorn squash
butternut squash
cucumber
artichoke
bell pepper
cardoon
mushroom
Granny Smith
strawberry
orange
lemon
fig
pineapple
banana
jackfruit
custard apple
pomegranate
hay
carbonara
chocolate sauce
dough
meat loaf
pizza
potpie
burrito
red wine
espresso
cup
eggnog
alp
bubble
cliff
coral reef
geyser
lakeside
promontory
sandbar
seashore
valley
volcano
ballplayer
groom
scuba diver
rapeseed
daisy
yellow lady's slipper
corn
acorn
hip
buckeye
coral fungus
agaric
gyromitra
stinkhorn
earthstar
hen-of-the-woods
bolete
ear
toilet tissue


================================================
FILE: custom-model/final/app/src/main/java/com/google/firebase/codelab/mlkit_custommodel/GraphicOverlay.java
================================================
// Copyright 2018 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//      http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

package com.google.firebase.codelab.mlkit_custommodel;

import android.content.Context;
import android.graphics.Canvas;
import android.hardware.camera2.CameraCharacteristics;
import android.util.AttributeSet;
import android.view.View;

import java.util.HashSet;
import java.util.Set;

/**
 * A view which renders a series of custom graphics to be overlayed on top of an associated preview
 * (i.e., the camera preview). The creator can add graphics objects, update the objects, and remove
 * them, triggering the appropriate drawing and invalidation within the view.
 * <p>
 * <p>Supports scaling and mirroring of the graphics relative the camera's preview properties. The
 * idea is that detection items are expressed in terms of a preview size, but need to be scaled up
 * to the full view size, and also mirrored in the case of the front-facing camera.
 * <p>
 * <p>Associated {@link Graphic} items should use the following methods to convert to view
 * coordinates for the graphics that are drawn:
 * <p>
 * <ol>
 * <li>{@link Graphic#scaleX(float)} and {@link Graphic#scaleY(float)} adjust the size of the
 * supplied value from the preview scale to the view scale.
 * <li>{@link Graphic#translateX(float)} and {@link Graphic#translateY(float)} adjust the
 * coordinate from the preview's coordinate system to the view coordinate system.
 * </ol>
 */
public class GraphicOverlay extends View {
    private final Object lock = new Object();
    private int previewWidth;
    private float widthScaleFactor = 1.0f;
    private int previewHeight;
    private float heightScaleFactor = 1.0f;
    private int facing = CameraCharacteristics.LENS_FACING_BACK;
    private Set<Graphic> graphics = new HashSet<>();

    /**
     * Base class for a custom graphics object to be rendered within the graphic overlay. Subclass
     * this and implement the {@link Graphic#draw(Canvas)} method to define the graphics element. Add
     * instances to the overlay using {@link GraphicOverlay#add(Graphic)}.
     */
    public abstract static class Graphic {
        private GraphicOverlay overlay;

        public Graphic(GraphicOverlay overlay) {
            this.overlay = overlay;
        }

        /**
         * Draw the graphic on the supplied canvas. Drawing should use the following methods to convert
         * to view coordinates for the graphics that are drawn:
         * <p>
         * <ol>
         * <li>{@link Graphic#scaleX(float)} and {@link Graphic#scaleY(float)} adjust the size of the
         * supplied value from the preview scale to the view scale.
         * <li>{@link Graphic#translateX(float)} and {@link Graphic#translateY(float)} adjust the
         * coordinate from the preview's coordinate system to the view coordinate system.
         * </ol>
         *
         * @param canvas drawing canvas
         */
        public abstract void draw(Canvas canvas);

        /**
         * Adjusts a horizontal value of the supplied value from the preview scale to the view scale.
         */
        public float scaleX(float horizontal) {
            return horizontal * overlay.widthScaleFactor;
        }

        /**
         * Adjusts a vertical value of the supplied value from the preview scale to the view scale.
         */
        public float scaleY(float vertical) {
            return vertical * overlay.heightScaleFactor;
        }

        /**
         * Returns the application context of the app.
         */
        public Context getApplicationContext() {
            return overlay.getContext().getApplicationContext();
        }

        /**
         * Adjusts the x coordinate from the preview's coordinate system to the view coordinate system.
         */
        public float translateX(float x) {
            if (overlay.facing == CameraCharacteristics.LENS_FACING_FRONT) {
                return overlay.getWidth() - scaleX(x);
            } else {
                return scaleX(x);
            }
        }

        /**
         * Adjusts the y coordinate from the preview's coordinate system to the view coordinate system.
         */
        public float translateY(float y) {
            return scaleY(y);
        }

        public void postInvalidate() {
            overlay.postInvalidate();
        }
    }

    public GraphicOverlay(Context context, AttributeSet attrs) {
        super(context, attrs);
    }

    /**
     * Removes all graphics from the overlay.
     */
    public void clear() {
        synchronized (lock) {
            graphics.clear();
        }
        postInvalidate();
    }

    /**
     * Adds a graphic to the overlay.
     */
    public void add(Graphic graphic) {
        synchronized (lock) {
            graphics.add(graphic);
        }
        postInvalidate();
    }

    /**
     * Removes a graphic from the overlay.
     */
    public void remove(Graphic graphic) {
        synchronized (lock) {
            graphics.remove(graphic);
        }
        postInvalidate();
    }

    /**
     * Sets the camera attributes for size and facing direction, which informs how to transform image
     * coordinates later.
     */
    public void setCameraInfo(int previewWidth, int previewHeight, int facing) {
        synchronized (lock) {
            this.previewWidth = previewWidth;
            this.previewHeight = previewHeight;
            this.facing = facing;
        }
        postInvalidate();
    }

    /**
     * Draws the overlay with its associated graphic objects.
     */
    @Override
    protected void onDraw(Canvas canvas) {
        super.onDraw(canvas);

        synchronized (lock) {
            if ((previewWidth != 0) && (previewHeight != 0)) {
                widthScaleFactor = (float) canvas.getWidth() / (float) previewWidth;
                heightScaleFactor = (float) canvas.getHeight() / (float) previewHeight;
            }

            for (Graphic graphic : graphics) {
                graphic.draw(canvas);
            }
        }
    }
}


================================================
FILE: custom-model/final/app/src/main/java/com/google/firebase/codelab/mlkit_custommodel/LabelGraphic.java
================================================
// Copyright 2018 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//      http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

package com.google.firebase.codelab.mlkit_custommodel;

import android.graphics.Canvas;
import android.graphics.Color;
import android.graphics.Paint;

import java.util.List;

/** Graphic instance for rendering image labels. */
public class LabelGraphic extends GraphicOverlay.Graphic {

  private final Paint textPaint;
  private final GraphicOverlay overlay;

  private List<String> labels;

  LabelGraphic(GraphicOverlay overlay, List<String> labels) {
    super(overlay);
    this.overlay = overlay;
    this.labels = labels;
    textPaint = new Paint();
    textPaint.setColor(Color.WHITE);
    textPaint.setTextSize(60.0f);
  }

  @Override
  public synchronized void draw(Canvas canvas) {
    float x = overlay.getWidth() / 4.0f;
    float y = overlay.getHeight() / 4.0f;

    for (String label : labels) {
      canvas.drawText(label, x, y, textPaint);
      y = y - 62.0f;
    }
  }
}


================================================
FILE: custom-model/final/app/src/main/java/com/google/firebase/codelab/mlkit_custommodel/MainActivity.kt
================================================
// Copyright 2018 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//      http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

package com.google.firebase.codelab.mlkit_custommodel

import android.content.Context
import android.graphics.Bitmap
import android.graphics.BitmapFactory
import android.os.Bundle
import android.util.Log
import android.util.Pair
import android.view.View
import android.widget.AdapterView
import android.widget.ArrayAdapter
import android.widget.Toast

import androidx.appcompat.app.AppCompatActivity
import androidx.lifecycle.lifecycleScope
import com.google.firebase.ml.common.FirebaseMLException
import com.google.firebase.ml.common.modeldownload.FirebaseModelDownloadConditions
import com.google.firebase.ml.common.modeldownload.FirebaseModelManager
import com.google.firebase.ml.custom.*
import kotlinx.android.synthetic.main.activity_main.*
import kotlinx.coroutines.Dispatchers
import kotlinx.coroutines.launch
import kotlinx.coroutines.suspendCancellableCoroutine

import java.io.BufferedReader
import java.io.InputStreamReader
import java.nio.ByteBuffer
import java.nio.ByteOrder
import kotlin.RuntimeException
import kotlin.coroutines.resume
import kotlin.coroutines.resumeWithException
import kotlin.experimental.and
import kotlin.math.max
import kotlin.math.min


class MainActivity : AppCompatActivity(), AdapterView.OnItemSelectedListener {

    /** Data structure holding pairs of <label, confidence> for each inference result */
    data class LabelConfidence(val label: String, val confidence: Float)

    /** Current image being displayed in our app's screen */
    private var selectedImage: Bitmap? = null

    /** List of JPG files in our assets folder */
    private val imagePaths by lazy {
        resources.assets.list("")!!.filter { it.endsWith(".jpg") }
    }

    /** Labels corresponding to the output of the vision model. */
    private val labelList by lazy {
        BufferedReader(InputStreamReader(resources.assets.open(LABEL_PATH))).lineSequence().toList()
    }

    /** Preallocated buffers for storing image data. */
    private val imageBuffer = IntArray(DIM_IMG_SIZE_X * DIM_IMG_SIZE_Y)

    // Gets the targeted width / height.
    private val targetedWidthHeight: Pair<Int, Int>
        get() {
            val targetWidth: Int
            val targetHeight: Int
            val maxWidthForPortraitMode = image_view.width
            val maxHeightForPortraitMode = image_view.height
            targetWidth = maxWidthForPortraitMode
            targetHeight = maxHeightForPortraitMode
            return Pair(targetWidth, targetHeight)
        }

    /** Input options used for our Firebase model interpreter */
    private val modelInputOutputOptions by lazy {
        val inputDims = arrayOf(DIM_BATCH_SIZE, DIM_IMG_SIZE_X, DIM_IMG_SIZE_Y, DIM_PIXEL_SIZE)
        val outputDims = arrayOf(DIM_BATCH_SIZE, labelList.size)
        FirebaseModelInputOutputOptions.Builder()
            .setInputFormat(0, FirebaseModelDataType.BYTE, inputDims.toIntArray())
            .setOutputFormat(0, FirebaseModelDataType.BYTE, outputDims.toIntArray())
            .build()
    }

    /** Firebase model interpreter used for the local model from assets */
    private lateinit var modelInterpreter: FirebaseModelInterpreter

    /** Initialize a local model interpreter from assets file */
    private fun createLocalModelInterpreter(): FirebaseModelInterpreter {
        // Select the first available .tflite file as our local model
        val localModelName = resources.assets.list("")?.firstOrNull { it.endsWith(".tflite") }
            ?: throw(RuntimeException("Don't forget to add the tflite file to your assets folder"))
        Log.d(TAG, "Local model found: $localModelName")

        // Create an interpreter with the local model asset
        val localModel =
            FirebaseCustomLocalModel.Builder().setAssetFilePath(localModelName).build()
        val localInterpreter = FirebaseModelInterpreter.getInstance(
            FirebaseModelInterpreterOptions.Builder(localModel).build())!!
        Log.d(TAG, "Local model interpreter initialized")

        // Return the interpreter
        return localInterpreter
    }

    /** Initialize a remote model interpreter from Firebase server */
    private suspend fun createRemoteModelInterpreter(): FirebaseModelInterpreter {
        return suspendCancellableCoroutine { cont ->
            runOnUiThread {
                Toast.makeText(baseContext, "Downloading model...", Toast.LENGTH_LONG).show()
            }

            // Define conditions required for our model to be downloaded. We only request Wi-Fi.
            val conditions =
                FirebaseModelDownloadConditions.Builder().requireWifi().build()

            // Build a remote model object by specifying the name you assigned the model
            // when you uploaded it in the Firebase console.
            val remoteModel =
                FirebaseCustomRemoteModel.Builder(REMOTE_MODEL_NAME).build()
            val manager = FirebaseModelManager.getInstance()
            manager.download(remoteModel, conditions).addOnCompleteListener {
                if (!it.isSuccessful) cont.resumeWithException(
                    RuntimeException("Remote model failed to download", it.exception))

                val msg = "Remote model successfully downloaded"
                runOnUiThread { Toast.makeText(baseContext, msg, Toast.LENGTH_SHORT).show() }
                Log.d(TAG, msg)

                val remoteInterpreter = FirebaseModelInterpreter.getInstance(
                    FirebaseModelInterpreterOptions.Builder(remoteModel).build())!!
                Log.d(TAG, "Remote model interpreter initialized")

                // Return the interpreter via continuation object
                cont.resume(remoteInterpreter)
            }
        }
    }

    override fun onCreate(savedInstanceState: Bundle?) {
        super.onCreate(savedInstanceState)
        setContentView(R.layout.activity_main)
        
        val adapter = ArrayAdapter(
            this, 
            android.R.layout.simple_spinner_dropdown_item, 
            imagePaths.mapIndexed { idx, _ -> "Image ${idx + 1}" })

        spinner.adapter = adapter
        spinner.onItemSelectedListener = this
        button_run.setOnClickListener { runModelInference() }

        // Disable the inference button until model is loaded
        button_run.isEnabled = false

        // Load the model interpreter in a coroutine
        lifecycleScope.launch(Dispatchers.IO) {
            //modelInterpreter = createLocalModelInterpreter()
            //modelInterpreter = createRemoteModelInterpreter()
            runOnUiThread { button_run.isEnabled = true }
        }

    }

    /** Uses model to make predictions and interpret output into likely labels. */
    private fun runModelInference() = selectedImage?.let { image ->

        // Create input data.
        val imgData = convertBitmapToByteBuffer(image)

        try {
            // Create model inputs from our image data.
            val modelInputs = FirebaseModelInputs.Builder().add(imgData).build()

            // Perform inference using our model interpreter.
            modelInterpreter.run(modelInputs, modelInputOutputOptions).continueWith {
                val inferenceOutput = it.result?.getOutput<Array<ByteArray>>(0)!!

                // Display labels on the screen using an overlay
                val topLabels = getTopLabels(inferenceOutput)
                graphic_overlay.clear()
                graphic_overlay.add(LabelGraphic(graphic_overlay, topLabels))
                topLabels
            }

        } catch (exc: FirebaseMLException) {
            val msg = "Error running model inference"
            Toast.makeText(baseContext, msg, Toast.LENGTH_SHORT).show()
            Log.e(TAG, msg, exc)
        }
    }

    /** Gets the top labels in the results. */
    @Synchronized
    private fun getTopLabels(inferenceOutput: Array<ByteArray>): List<String> {
        // Since we ran inference on a single image, inference output will have a single row.
        val imageInference = inferenceOutput.first()

        // The columns of the image inference correspond to the confidence for each label.
        return labelList.mapIndexed { idx, label ->
            LabelConfidence(label, (imageInference[idx] and 0xFF.toByte()) / 255.0f)

            // Sort the results in decreasing order of confidence and return only top 3.
        }.sortedBy { it.confidence }.reversed().map { "${it.label}:${it.confidence}" }
            .subList(0, min(labelList.size, RESULTS_TO_SHOW))
    }

    /** Writes Image data into a `ByteBuffer`. */
    @Synchronized
    private fun convertBitmapToByteBuffer(bitmap: Bitmap): ByteBuffer {
        val imgData = ByteBuffer.allocateDirect(
                DIM_BATCH_SIZE * DIM_IMG_SIZE_X * DIM_IMG_SIZE_Y * DIM_PIXEL_SIZE).apply {
            order(ByteOrder.nativeOrder())
            rewind()
        }
        val scaledBitmap =
            Bitmap.createScaledBitmap(bitmap, DIM_IMG_SIZE_X, DIM_IMG_SIZE_Y, true)
        scaledBitmap.getPixels(
            imageBuffer, 0, scaledBitmap.width, 0, 0, scaledBitmap.width, scaledBitmap.height)
        // Convert the image to int points.
        var pixel = 0
        for (i in 0 until DIM_IMG_SIZE_X) {
            for (j in 0 until DIM_IMG_SIZE_Y) {
                val `val` = imageBuffer[pixel++]
                imgData.put((`val` shr 16 and 0xFF).toByte())
                imgData.put((`val` shr 8 and 0xFF).toByte())
                imgData.put((`val` and 0xFF).toByte())
            }
        }
        return imgData
    }

    override fun onItemSelected(parent: AdapterView<*>, view: View, position: Int, id: Long) {
        graphic_overlay.clear()
        selectedImage = decodeBitmapAsset(this, imagePaths[position])
        if (selectedImage != null) {
            // Get the dimensions of the View
            val targetedSize = targetedWidthHeight

            val targetWidth = targetedSize.first
            val maxHeight = targetedSize.second

            // Determine how much to scale down the image
            val scaleFactor = max(
                    selectedImage!!.width.toFloat() / targetWidth.toFloat(),
                    selectedImage!!.height.toFloat() / maxHeight.toFloat())

            val resizedBitmap = Bitmap.createScaledBitmap(
                    selectedImage!!,
                    (selectedImage!!.width / scaleFactor).toInt(),
                    (selectedImage!!.height / scaleFactor).toInt(),
                    true)

            image_view.setImageBitmap(resizedBitmap)
            selectedImage = resizedBitmap
        }
    }

    override fun onNothingSelected(parent: AdapterView<*>) = Unit

    companion object {
        private val TAG = MainActivity::class.java.simpleName

        /** Name of the label file stored in Assets. */
        private const val LABEL_PATH = "labels.txt"

        /** Name of the remote model in Firebase. */
        private const val REMOTE_MODEL_NAME = "mobilenet_v1_224_quant"

        /** Number of results to show in the UI. */
        private const val RESULTS_TO_SHOW = 3

        /** Dimensions of inputs. */
        private const val DIM_BATCH_SIZE = 1
        private const val DIM_PIXEL_SIZE = 3
        private const val DIM_IMG_SIZE_X = 224
        private const val DIM_IMG_SIZE_Y = 224

        /** Utility function for loading and resizing images from app asset folder. */
        fun decodeBitmapAsset(context: Context, filePath: String): Bitmap =
            context.assets.open(filePath).let { BitmapFactory.decodeStream(it) }
    }
}


================================================
FILE: custom-model/final/app/src/main/res/drawable/ic_launcher_background.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<vector xmlns:android="http://schemas.android.com/apk/res/android"
    android:width="108dp"
    android:height="108dp"
    android:viewportWidth="108"
    android:viewportHeight="108">
    <path
        android:fillColor="#008577"
        android:pathData="M0,0h108v108h-108z" />
    <path
        android:fillColor="#00000000"
        android:pathData="M9,0L9,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,0L19,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M29,0L29,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M39,0L39,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M49,0L49,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M59,0L59,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M69,0L69,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M79,0L79,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M89,0L89,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M99,0L99,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,9L108,9"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,19L108,19"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,29L108,29"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,39L108,39"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,49L108,49"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,59L108,59"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,69L108,69"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,79L108,79"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,89L108,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,99L108,99"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,29L89,29"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,39L89,39"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,49L89,49"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,59L89,59"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,69L89,69"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,79L89,79"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M29,19L29,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M39,19L39,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M49,19L49,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M59,19L59,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M69,19L69,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M79,19L79,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
</vector>


================================================
FILE: custom-model/final/app/src/main/res/drawable-v24/ic_launcher_foreground.xml
================================================
<vector xmlns:android="http://schemas.android.com/apk/res/android"
    xmlns:aapt="http://schemas.android.com/aapt"
    android:width="108dp"
    android:height="108dp"
    android:viewportWidth="108"
    android:viewportHeight="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:strokeWidth="1"
        android:strokeColor="#00000000">
        <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>
    </path>
    <path
        android:fillColor="#FFFFFF"
        android:fillType="nonZero"
        android:pathData="M66.94,46.02L66.94,46.02C72.44,50.07 76,56.61 76,64L32,64C32,56.61 35.56,50.11 40.98,46.06L36.18,41.19C35.45,40.45 35.45,39.3 36.18,38.56C36.91,37.81 38.05,37.81 38.78,38.56L44.25,44.05C47.18,42.57 50.48,41.71 54,41.71C57.48,41.71 60.78,42.57 63.68,44.05L69.11,38.56C69.84,37.81 70.98,37.81 71.71,38.56C72.44,39.3 72.44,40.45 71.71,41.19L66.94,46.02ZM62.94,56.92C64.08,56.92 65,56.01 65,54.88C65,53.76 64.08,52.85 62.94,52.85C61.8,52.85 60.88,53.76 60.88,54.88C60.88,56.01 61.8,56.92 62.94,56.92ZM45.06,56.92C46.2,56.92 47.13,56.01 47.13,54.88C47.13,53.76 46.2,52.85 45.06,52.85C43.92,52.85 43,53.76 43,54.88C43,56.01 43.92,56.92 45.06,56.92Z"
        android:strokeWidth="1"
        android:strokeColor="#00000000" />
</vector>


================================================
FILE: custom-model/final/app/src/main/res/layout/activity_main.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<androidx.constraintlayout.widget.ConstraintLayout
    xmlns:android="http://schemas.android.com/apk/res/android"
    xmlns:app="http://schemas.android.com/apk/res-auto"
    xmlns:tools="http://schemas.android.com/tools"
    android:layout_width="match_parent"
    android:layout_height="match_parent"
    tools:context=".MainActivity">

    <ImageView
        android:id="@+id/image_view"
        android:layout_width="match_parent"
        android:layout_height="match_parent"
        android:scaleType="fitStart"
        app:layout_constraintTop_toTopOf="parent"
        app:layout_constraintBottom_toBottomOf="parent"
        app:layout_constraintStart_toStartOf="parent"
        app:layout_constraintEnd_toEndOf="parent"
        android:contentDescription="Select image for text recognition" />

    <com.google.firebase.codelab.mlkit_custommodel.GraphicOverlay
        android:id="@+id/graphic_overlay"
        android:layout_width="fill_parent"
        android:layout_height="fill_parent"
        app:layout_constraintTop_toTopOf="parent"
        app:layout_constraintBottom_toBottomOf="parent"
        app:layout_constraintStart_toStartOf="parent"
        app:layout_constraintEnd_toEndOf="parent" />

    <Spinner
        android:id="@+id/spinner"
        android:layout_width="match_parent"
        android:layout_height="wrap_content"
        app:layout_constraintLeft_toLeftOf="parent"
        app:layout_constraintRight_toRightOf="parent"
        app:layout_constraintBottom_toTopOf="@id/button_run"
        android:background="@android:drawable/btn_dropdown"
        android:spinnerMode="dropdown" />

    <Button
        android:id="@+id/button_run"
        android:text="Run model"
        android:layout_width="0dp"
        android:layout_height="wrap_content"
        app:layout_constraintBottom_toBottomOf="parent"
        app:layout_constraintStart_toStartOf="parent"
        app:layout_constraintEnd_toEndOf="parent" />

</androidx.constraintlayout.widget.ConstraintLayout>

================================================
FILE: custom-model/final/app/src/main/res/mipmap-anydpi-v26/ic_launcher.xml
================================================
<?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>

================================================
FILE: custom-model/final/app/src/main/res/mipmap-anydpi-v26/ic_launcher_round.xml
================================================
<?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>

================================================
FILE: custom-model/final/app/src/main/res/values/colors.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<resources>
    <color name="colorPrimary">#008577</color>
    <color name="colorPrimaryDark">#00574B</color>
    <color name="colorAccent">#D81B60</color>
</resources>


================================================
FILE: custom-model/final/app/src/main/res/values/strings.xml
================================================
<resources>
    <string name="app_name">MLKit Custom Model</string>
</resources>


================================================
FILE: custom-model/final/app/src/main/res/values/styles.xml
================================================
<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>


================================================
FILE: custom-model/final/build.gradle
================================================
// Top-level build file where you can add configuration options common to all sub-projects/modules.

buildscript {
    ext.kotlin_version = '1.3.50'

    repositories {
        google()
        jcenter()
        
    }
    dependencies {
        classpath 'com.android.tools.build:gradle:3.5.2'
        classpath "org.jetbrains.kotlin:kotlin-gradle-plugin:$kotlin_version"
        classpath 'com.google.gms:google-services:4.3.2' // google-services plugin

        // 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
}


================================================
FILE: custom-model/final/gradle/wrapper/gradle-wrapper.properties
================================================
#Mon Nov 11 12:46:49 AEDT 2019
distributionBase=GRADLE_USER_HOME
distributionPath=wrapper/dists
zipStoreBase=GRADLE_USER_HOME
zipStorePath=wrapper/dists
distributionUrl=https\://services.gradle.org/distributions/gradle-5.4.1-all.zip


================================================
FILE: custom-model/final/gradle.properties
================================================
# Project-wide Gradle settings.
# IDE (e.g. Android Studio) users:
# Gradle settings configured through the IDE *will override*
# any settings specified in this file.
# For more details on how to configure your build environment visit
# http://www.gradle.org/docs/current/userguide/build_environment.html
# Specifies the JVM arguments used for the daemon process.
# The setting is particularly useful for tweaking memory settings.
org.gradle.jvmargs=-Xmx1536m
# When configured, Gradle will run in incubating parallel mode.
# This option should only be used with decoupled projects. More details, visit
# http://www.gradle.org/docs/current/userguide/multi_project_builds.html#sec:decoupled_projects
# org.gradle.parallel=true
# AndroidX package structure to make it clearer which packages are bundled with the
# Android operating system, and which are packaged with your app's APK
# https://developer.android.com/topic/libraries/support-library/androidx-rn
android.useAndroidX=true
# Automatically convert third-party libraries to use AndroidX
android.enableJetifier=true
# Kotlin code style for this project: "official" or "obsolete":
kotlin.code.style=official


================================================
FILE: custom-model/final/gradlew
================================================
#!/usr/bin/env sh

##############################################################################
##
##  Gradle start up script for UN*X
##
##############################################################################

# Attempt to set APP_HOME
# Resolve links: $0 may be a link
PRG="$0"
# Need this for relative symlinks.
while [ -h "$PRG" ] ; do
    ls=`ls -ld "$PRG"`
    link=`expr "$ls" : '.*-> \(.*\)$'`
    if expr "$link" : '/.*' > /dev/null; then
        PRG="$link"
    else
        PRG=`dirname "$PRG"`"/$link"
    fi
done
SAVED="`pwd`"
cd "`dirname \"$PRG\"`/" >/dev/null
APP_HOME="`pwd -P`"
cd "$SAVED" >/dev/null

APP_NAME="Gradle"
APP_BASE_NAME=`basename "$0"`

# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
DEFAULT_JVM_OPTS=""

# Use the maximum available, or set MAX_FD != -1 to use that value.
MAX_FD="maximum"

warn () {
    echo "$*"
}

die () {
    echo
    echo "$*"
    echo
    exit 1
}

# OS specific support (must be 'true' or 'false').
cygwin=false
msys=false
darwin=false
nonstop=false
case "`uname`" in
  CYGWIN* )
    cygwin=true
    ;;
  Darwin* )
    darwin=true
    ;;
  MINGW* )
    msys=true
    ;;
  NONSTOP* )
    nonstop=true
    ;;
esac

CLASSPATH=$APP_HOME/gradle/wrapper/gradle-wrapper.jar

# Determine the Java command to use to start the JVM.
if [ -n "$JAVA_HOME" ] ; then
    if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
        # IBM's JDK on AIX uses strange locations for the executables
        JAVACMD="$JAVA_HOME/jre/sh/java"
    else
        JAVACMD="$JAVA_HOME/bin/java"
    fi
    if [ ! -x "$JAVACMD" ] ; then
        die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME

Please set the JAVA_HOME variable in your environment to match the
location of your Java installation."
    fi
else
    JAVACMD="java"
    which java >/dev/null 2>&1 || die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.

Please set the JAVA_HOME variable in your environment to match the
location of your Java installation."
fi

# Increase the maximum file descriptors if we can.
if [ "$cygwin" = "false" -a "$darwin" = "false" -a "$nonstop" = "false" ] ; then
    MAX_FD_LIMIT=`ulimit -H -n`
    if [ $? -eq 0 ] ; then
        if [ "$MAX_FD" = "maximum" -o "$MAX_FD" = "max" ] ; then
            MAX_FD="$MAX_FD_LIMIT"
        fi
        ulimit -n $MAX_FD
        if [ $? -ne 0 ] ; then
            warn "Could not set maximum file descriptor limit: $MAX_FD"
        fi
    else
        warn "Could not query maximum file descriptor limit: $MAX_FD_LIMIT"
    fi
fi

# For Darwin, add options to specify how the application appears in the dock
if $darwin; then
    GRADLE_OPTS="$GRADLE_OPTS \"-Xdock:name=$APP_NAME\" \"-Xdock:icon=$APP_HOME/media/gradle.icns\""
fi

# For Cygwin, switch paths to Windows format before running java
if $cygwin ; then
    APP_HOME=`cygpath --path --mixed "$APP_HOME"`
    CLASSPATH=`cygpath --path --mixed "$CLASSPATH"`
    JAVACMD=`cygpath --unix "$JAVACMD"`

    # We build the pattern for arguments to be converted via cygpath
    ROOTDIRSRAW=`find -L / -maxdepth 1 -mindepth 1 -type d 2>/dev/null`
    SEP=""
    for dir in $ROOTDIRSRAW ; do
        ROOTDIRS="$ROOTDIRS$SEP$dir"
        SEP="|"
    done
    OURCYGPATTERN="(^($ROOTDIRS))"
    # Add a user-defined pattern to the cygpath arguments
    if [ "$GRADLE_CYGPATTERN" != "" ] ; then
        OURCYGPATTERN="$OURCYGPATTERN|($GRADLE_CYGPATTERN)"
    fi
    # Now convert the arguments - kludge to limit ourselves to /bin/sh
    i=0
    for arg in "$@" ; do
        CHECK=`echo "$arg"|egrep -c "$OURCYGPATTERN" -`
        CHECK2=`echo "$arg"|egrep -c "^-"`                                 ### Determine if an option

        if [ $CHECK -ne 0 ] && [ $CHECK2 -eq 0 ] ; then                    ### Added a condition
            eval `echo args$i`=`cygpath --path --ignore --mixed "$arg"`
        else
            eval `echo args$i`="\"$arg\""
        fi
        i=$((i+1))
    done
    case $i in
        (0) set -- ;;
        (1) set -- "$args0" ;;
        (2) set -- "$args0" "$args1" ;;
        (3) set -- "$args0" "$args1" "$args2" ;;
        (4) set -- "$args0" "$args1" "$args2" "$args3" ;;
        (5) set -- "$args0" "$args1" "$args2" "$args3" "$args4" ;;
        (6) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" ;;
        (7) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" ;;
        (8) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" ;;
        (9) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" "$args8" ;;
    esac
fi

# Escape application args
save () {
    for i do printf %s\\n "$i" | sed "s/'/'\\\\''/g;1s/^/'/;\$s/\$/' \\\\/" ; done
    echo " "
}
APP_ARGS=$(save "$@")

# Collect all arguments for the java command, following the shell quoting and substitution rules
eval set -- $DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS "\"-Dorg.gradle.appname=$APP_BASE_NAME\"" -classpath "\"$CLASSPATH\"" org.gradle.wrapper.GradleWrapperMain "$APP_ARGS"

# by default we should be in the correct project dir, but when run from Finder on Mac, the cwd is wrong
if [ "$(uname)" = "Darwin" ] && [ "$HOME" = "$PWD" ]; then
  cd "$(dirname "$0")"
fi

exec "$JAVACMD" "$@"


================================================
FILE: custom-model/final/gradlew.bat
================================================
@if "%DEBUG%" == "" @echo off
@rem ##########################################################################
@rem
@rem  Gradle startup script for Windows
@rem
@rem ##########################################################################

@rem Set local scope for the variables with windows NT shell
if "%OS%"=="Windows_NT" setlocal

set DIRNAME=%~dp0
if "%DIRNAME%" == "" set DIRNAME=.
set APP_BASE_NAME=%~n0
set APP_HOME=%DIRNAME%

@rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
set DEFAULT_JVM_OPTS=

@rem Find java.exe
if defined JAVA_HOME goto findJavaFromJavaHome

set JAVA_EXE=java.exe
%JAVA_EXE% -version >NUL 2>&1
if "%ERRORLEVEL%" == "0" goto init

echo.
echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
echo.
echo Please set the JAVA_HOME variable in your environment to match the
echo location of your Java installation.

goto fail

:findJavaFromJavaHome
set JAVA_HOME=%JAVA_HOME:"=%
set JAVA_EXE=%JAVA_HOME%/bin/java.exe

if exist "%JAVA_EXE%" goto init

echo.
echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME%
echo.
echo Please set the JAVA_HOME variable in your environment to match the
echo location of your Java installation.

goto fail

:init
@rem Get command-line arguments, handling Windows variants

if not "%OS%" == "Windows_NT" goto win9xME_args

:win9xME_args
@rem Slurp the command line arguments.
set CMD_LINE_ARGS=
set _SKIP=2

:win9xME_args_slurp
if "x%~1" == "x" goto execute

set CMD_LINE_ARGS=%*

:execute
@rem Setup the command line

set CLASSPATH=%APP_HOME%\gradle\wrapper\gradle-wrapper.jar

@rem Execute Gradle
"%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -classpath "%CLASSPATH%" org.gradle.wrapper.GradleWrapperMain %CMD_LINE_ARGS%

:end
@rem End local scope for the variables with windows NT shell
if "%ERRORLEVEL%"=="0" goto mainEnd

:fail
rem Set variable GRADLE_EXIT_CONSOLE if you need the _script_ return code instead of
rem the _cmd.exe /c_ return code!
if  not "" == "%GRADLE_EXIT_CONSOLE%" exit 1
exit /b 1

:mainEnd
if "%OS%"=="Windows_NT" endlocal

:omega


================================================
FILE: custom-model/final/settings.gradle
================================================
include ':app'
rootProject.name='MLKit Custom Model'


================================================
FILE: custom-model/starter/.gitignore
================================================
*.iml
.gradle
/local.properties
/.idea/caches
/.idea/libraries
/.idea/modules.xml
/.idea/workspace.xml
/.idea/navEditor.xml
/.idea/assetWizardSettings.xml
.DS_Store
/build
/captures
.externalNativeBuild
.cxx


================================================
FILE: custom-model/starter/app/.gitignore
================================================
/build


================================================
FILE: custom-model/starter/app/build.gradle
================================================
apply plugin: 'com.android.application'

apply plugin: 'kotlin-android'

apply plugin: 'kotlin-android-extensions'

android {
    compileSdkVersion 29
    buildToolsVersion "29.0.2"
    defaultConfig {
        applicationId "com.google.firebase.codelab.mlkit_custommodel"
        minSdkVersion 21
        targetSdkVersion 29
        versionCode 1
        versionName "1.0"
        testInstrumentationRunner "androidx.test.runner.AndroidJUnitRunner"
    }
    buildTypes {
        release {
            minifyEnabled false
            proguardFiles getDefaultProguardFile('proguard-android-optimize.txt'), 'proguard-rules.pro'
        }
    }
    aaptOptions {
        noCompress "tflite"
    }
}

dependencies {
    // Kotlin
    implementation "org.jetbrains.kotlin:kotlin-stdlib-jdk8:$kotlin_version"

    // Coroutines
    def coroutines_version = '1.3.0'
    implementation "org.jetbrains.kotlinx:kotlinx-coroutines-core:$coroutines_version"
    implementation "org.jetbrains.kotlinx:kotlinx-coroutines-android:$coroutines_version"

    // AndroidX and widgets
    implementation 'androidx.core:core-ktx:1.1.0'
    implementation 'androidx.appcompat:appcompat:1.1.0'
    implementation 'androidx.lifecycle:lifecycle-runtime-ktx:2.2.0-rc02'
    implementation 'androidx.constraintlayout:constraintlayout:1.1.3'

    // Firebase and MLKit
    implementation 'com.google.firebase:firebase-core:17.2.1'
    implementation 'com.google.firebase:firebase-ml-model-interpreter:22.0.0'

    // Test-only dependencies
    testImplementation 'junit:junit:4.12'
    androidTestImplementation 'androidx.test.ext:junit:1.1.1'
    androidTestImplementation 'androidx.test.espresso:espresso-core:3.2.0'
}
apply plugin: 'com.google.gms.google-services'

================================================
FILE: custom-model/starter/app/proguard-rules.pro
================================================
# 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


================================================
FILE: custom-model/starter/app/src/main/AndroidManifest.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<manifest xmlns:android="http://schemas.android.com/apk/res/android"
    package="com.google.firebase.codelab.mlkit_custommodel">

    <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=".MainActivity">
            <intent-filter>
                <action android:name="android.intent.action.MAIN" />

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

</manifest>

================================================
FILE: custom-model/starter/app/src/main/assets/labels.txt
================================================
background
tench
goldfish
great white shark
tiger shark
hammerhead
electric ray
stingray
cock
hen
ostrich
brambling
goldfinch
house finch
junco
indigo bunting
robin
bulbul
jay
magpie
chickadee
water ouzel
kite
bald eagle
vulture
great grey owl
European fire salamander
common newt
eft
spotted salamander
axolotl
bullfrog
tree frog
tailed frog
loggerhead
leatherback turtle
mud turtle
terrapin
box turtle
banded gecko
common iguana
American chameleon
whiptail
agama
frilled lizard
alligator lizard
Gila monster
green lizard
African chameleon
Komodo dragon
African crocodile
American alligator
triceratops
thunder snake
ringneck snake
hognose snake
green snake
king snake
garter snake
water snake
vine snake
night snake
boa constrictor
rock python
Indian cobra
green mamba
sea snake
horned viper
diamondback
sidewinder
trilobite
harvestman
scorpion
black and gold garden spider
barn spider
garden spider
black widow
tarantula
wolf spider
tick
centipede
black grouse
ptarmigan
ruffed grouse
prairie chicken
peacock
quail
partridge
African grey
macaw
sulphur-crested cockatoo
lorikeet
coucal
bee eater
hornbill
hummingbird
jacamar
toucan
drake
red-breasted merganser
goose
black swan
tusker
echidna
platypus
wallaby
koala
wombat
jellyfish
sea anemone
brain coral
flatworm
nematode
conch
snail
slug
sea slug
chiton
chambered nautilus
Dungeness crab
rock crab
fiddler crab
king crab
American lobster
spiny lobster
crayfish
hermit crab
isopod
white stork
black stork
spoonbill
flamingo
little blue heron
American egret
bittern
crane
limpkin
European gallinule
American coot
bustard
ruddy turnstone
red-backed sandpiper
redshank
dowitcher
oystercatcher
pelican
king penguin
albatross
grey whale
killer whale
dugong
sea lion
Chihuahua
Japanese spaniel
Maltese dog
Pekinese
Shih-Tzu
Blenheim spaniel
papillon
toy terrier
Rhodesian ridgeback
Afghan hound
basset
beagle
bloodhound
bluetick
black-and-tan coonhound
Walker hound
English foxhound
redbone
borzoi
Irish wolfhound
Italian greyhound
whippet
Ibizan hound
Norwegian elkhound
otterhound
Saluki
Scottish deerhound
Weimaraner
Staffordshire bullterrier
American Staffordshire terrier
Bedlington terrier
Border terrier
Kerry blue terrier
Irish terrier
Norfolk terrier
Norwich terrier
Yorkshire terrier
wire-haired fox terrier
Lakeland terrier
Sealyham terrier
Airedale
cairn
Australian terrier
Dandie Dinmont
Boston bull
miniature schnauzer
giant schnauzer
standard schnauzer
Scotch terrier
Tibetan terrier
silky terrier
soft-coated wheaten terrier
West Highland white terrier
Lhasa
flat-coated retriever
curly-coated retriever
golden retriever
Labrador retriever
Chesapeake Bay retriever
German short-haired pointer
vizsla
English setter
Irish setter
Gordon setter
Brittany spaniel
clumber
English springer
Welsh springer spaniel
cocker spaniel
Sussex spaniel
Irish water spaniel
kuvasz
schipperke
groenendael
malinois
briard
kelpie
komondor
Old English sheepdog
Shetland sheepdog
collie
Border collie
Bouvier des Flandres
Rottweiler
German shepherd
Doberman
miniature pinscher
Greater Swiss Mountain dog
Bernese mountain dog
Appenzeller
EntleBucher
boxer
bull mastiff
Tibetan mastiff
French bulldog
Great Dane
Saint Bernard
Eskimo dog
malamute
Siberian husky
dalmatian
affenpinscher
basenji
pug
Leonberg
Newfoundland
Great Pyrenees
Samoyed
Pomeranian
chow
keeshond
Brabancon griffon
Pembroke
Cardigan
toy poodle
miniature poodle
standard poodle
Mexican hairless
timber wolf
white wolf
red wolf
coyote
dingo
dhole
African hunting dog
hyena
red fox
kit fox
Arctic fox
grey fox
tabby
tiger cat
Persian cat
Siamese cat
Egyptian cat
cougar
lynx
leopard
snow leopard
jaguar
lion
tiger
cheetah
brown bear
American black bear
ice bear
sloth bear
mongoose
meerkat
tiger beetle
ladybug
ground beetle
long-horned beetle
leaf beetle
dung beetle
rhinoceros beetle
weevil
fly
bee
ant
grasshopper
cricket
walking stick
cockroach
mantis
cicada
leafhopper
lacewing
dragonfly
damselfly
admiral
ringlet
monarch
cabbage butterfly
sulphur butterfly
lycaenid
starfish
sea urchin
sea cucumber
wood rabbit
hare
Angora
hamster
porcupine
fox squirrel
marmot
beaver
guinea pig
sorrel
zebra
hog
wild boar
warthog
hippopotamus
ox
water buffalo
bison
ram
bighorn
ibex
hartebeest
impala
gazelle
Arabian camel
llama
weasel
mink
polecat
black-footed ferret
otter
skunk
badger
armadillo
three-toed sloth
orangutan
gorilla
chimpanzee
gibbon
siamang
guenon
patas
baboon
macaque
langur
colobus
proboscis monkey
marmoset
capuchin
howler monkey
titi
spider monkey
squirrel monkey
Madagascar cat
indri
Indian elephant
African elephant
lesser panda
giant panda
barracouta
eel
coho
rock beauty
anemone fish
sturgeon
gar
lionfish
puffer
abacus
abaya
academic gown
accordion
acoustic guitar
aircraft carrier
airliner
airship
altar
ambulance
amphibian
analog clock
apiary
apron
ashcan
assault rifle
backpack
bakery
balance beam
balloon
ballpoint
Band Aid
banjo
bannister
barbell
barber chair
barbershop
barn
barometer
barrel
barrow
baseball
basketball
bassinet
bassoon
bathing cap
bath towel
bathtub
beach wagon
beacon
beaker
bearskin
beer bottle
beer glass
bell cote
bib
bicycle-built-for-two
bikini
binder
binoculars
birdhouse
boathouse
bobsled
bolo tie
bonnet
bookcase
bookshop
bottlecap
bow
bow tie
brass
brassiere
breakwater
breastplate
broom
bucket
buckle
bulletproof vest
bullet train
butcher shop
cab
caldron
candle
cannon
canoe
can opener
cardigan
car mirror
carousel
carpenter's kit
carton
car wheel
cash machine
cassette
cassette player
castle
catamaran
CD player
cello
cellular telephone
chain
chainlink fence
chain mail
chain saw
chest
chiffonier
chime
china cabinet
Christmas stocking
church
cinema
cleaver
cliff dwelling
cloak
clog
cocktail shaker
coffee mug
coffeepot
coil
combination lock
computer keyboard
confectionery
container ship
convertible
corkscrew
cornet
cowboy boot
cowboy hat
cradle
crane
crash helmet
crate
crib
Crock Pot
croquet ball
crutch
cuirass
dam
desk
desktop computer
dial telephone
diaper
digital clock
digital watch
dining table
dishrag
dishwasher
disk brake
dock
dogsled
dome
doormat
drilling platform
drum
drumstick
dumbbell
Dutch oven
electric fan
electric guitar
electric locomotive
entertainment center
envelope
espresso maker
face powder
feather boa
file
fireboat
fire engine
fire screen
flagpole
flute
folding chair
football helmet
forklift
fountain
fountain pen
four-poster
freight car
French horn
frying pan
fur coat
garbage truck
gasmask
gas pump
goblet
go-kart
golf ball
golfcart
gondola
gong
gown
grand piano
greenhouse
grille
grocery store
guillotine
hair slide
hair spray
half track
hammer
hamper
hand blower
hand-held computer
handkerchief
hard disc
harmonica
harp
harvester
hatchet
holster
home theater
honeycomb
hook
hoopskirt
horizontal bar
horse cart
hourglass
iPod
iron
jack-o'-lantern
jean
jeep
jersey
jigsaw puzzle
jinrikisha
joystick
kimono
knee pad
knot
lab coat
ladle
lampshade
laptop
lawn mower
lens cap
letter opener
library
lifeboat
lighter
limousine
liner
lipstick
Loafer
lotion
loudspeaker
loupe
lumbermill
magnetic compass
mailbag
mailbox
maillot
maillot
manhole cover
maraca
marimba
mask
matchstick
maypole
maze
measuring cup
medicine chest
megalith
microphone
microwave
military uniform
milk can
minibus
miniskirt
minivan
missile
mitten
mixing bowl
mobile home
Model T
modem
monastery
monitor
moped
mortar
mortarboard
mosque
mosquito net
motor scooter
mountain bike
mountain tent
mouse
mousetrap
moving van
muzzle
nail
neck brace
necklace
nipple
notebook
obelisk
oboe
ocarina
odometer
oil filter
organ
oscilloscope
overskirt
oxcart
oxygen mask
packet
paddle
paddlewheel
padlock
paintbrush
pajama
palace
panpipe
paper towel
parachute
parallel bars
park bench
parking meter
passenger car
patio
pay-phone
pedestal
pencil box
pencil sharpener
perfume
Petri dish
photocopier
pick
pickelhaube
picket fence
pickup
pier
piggy bank
pill bottle
pillow
ping-pong ball
pinwheel
pirate
pitcher
plane
planetarium
plastic bag
plate rack
plow
plunger
Polaroid camera
pole
police van
poncho
pool table
pop bottle
pot
potter's wheel
power drill
prayer rug
printer
prison
projectile
projector
puck
punching bag
purse
quill
quilt
racer
racket
radiator
radio
radio telescope
rain barrel
recreational vehicle
reel
reflex camera
refrigerator
remote control
restaurant
revolver
rifle
rocking chair
rotisserie
rubber eraser
rugby ball
rule
running shoe
safe
safety pin
saltshaker
sandal
sarong
sax
scabbard
scale
school bus
schooner
scoreboard
screen
screw
screwdriver
seat belt
sewing machine
shield
shoe shop
shoji
shopping basket
shopping cart
shovel
shower cap
shower curtain
ski
ski mask
sleeping bag
slide rule
sliding door
slot
snorkel
snowmobile
snowplow
soap dispenser
soccer ball
sock
solar dish
sombrero
soup bowl
space bar
space heater
space shuttle
spatula
speedboat
spider web
spindle
sports car
spotlight
stage
steam locomotive
steel arch bridge
steel drum
stethoscope
stole
stone wall
stopwatch
stove
strainer
streetcar
stretcher
studio couch
stupa
submarine
suit
sundial
sunglass
sunglasses
sunscreen
suspension bridge
swab
sweatshirt
swimming trunks
swing
switch
syringe
table lamp
tank
tape player
teapot
teddy
television
tennis ball
thatch
theater curtain
thimble
thresher
throne
tile roof
toaster
tobacco shop
toilet seat
torch
totem pole
tow truck
toyshop
tractor
trailer truck
tray
trench coat
tricycle
trimaran
tripod
triumphal arch
trolleybus
trombone
tub
turnstile
typewriter keyboard
umbrella
unicycle
upright
vacuum
vase
vault
velvet
vending machine
vestment
viaduct
violin
volleyball
waffle iron
wall clock
wallet
wardrobe
warplane
washbasin
washer
water bottle
water jug
water tower
whiskey jug
whistle
wig
window screen
window shade
Windsor tie
wine bottle
wing
wok
wooden spoon
wool
worm fence
wreck
yawl
yurt
web site
comic book
crossword puzzle
street sign
traffic light
book jacket
menu
plate
guacamole
consomme
hot pot
trifle
ice cream
ice lolly
French loaf
bagel
pretzel
cheeseburger
hotdog
mashed potato
head cabbage
broccoli
cauliflower
zucchini
spaghetti squash
acorn squash
butternut squash
cucumber
artichoke
bell pepper
cardoon
mushroom
Granny Smith
strawberry
orange
lemon
fig
pineapple
banana
jackfruit
custard apple
pomegranate
hay
carbonara
chocolate sauce
dough
meat loaf
pizza
potpie
burrito
red wine
espresso
cup
eggnog
alp
bubble
cliff
coral reef
geyser
lakeside
promontory
sandbar
seashore
valley
volcano
ballplayer
groom
scuba diver
rapeseed
daisy
yellow lady's slipper
corn
acorn
hip
buckeye
coral fungus
agaric
gyromitra
stinkhorn
earthstar
hen-of-the-woods
bolete
ear
toilet tissue


================================================
FILE: custom-model/starter/app/src/main/java/com/google/firebase/codelab/mlkit_custommodel/GraphicOverlay.java
================================================
// Copyright 2018 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//      http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

package com.google.firebase.codelab.mlkit_custommodel;

import android.content.Context;
import android.graphics.Canvas;
import android.hardware.camera2.CameraCharacteristics;
import android.util.AttributeSet;
import android.view.View;

import java.util.HashSet;
import java.util.Set;

/**
 * A view which renders a series of custom graphics to be overlayed on top of an associated preview
 * (i.e., the camera preview). The creator can add graphics objects, update the objects, and remove
 * them, triggering the appropriate drawing and invalidation within the view.
 * <p>
 * <p>Supports scaling and mirroring of the graphics relative the camera's preview properties. The
 * idea is that detection items are expressed in terms of a preview size, but need to be scaled up
 * to the full view size, and also mirrored in the case of the front-facing camera.
 * <p>
 * <p>Associated {@link Graphic} items should use the following methods to convert to view
 * coordinates for the graphics that are drawn:
 * <p>
 * <ol>
 * <li>{@link Graphic#scaleX(float)} and {@link Graphic#scaleY(float)} adjust the size of the
 * supplied value from the preview scale to the view scale.
 * <li>{@link Graphic#translateX(float)} and {@link Graphic#translateY(float)} adjust the
 * coordinate from the preview's coordinate system to the view coordinate system.
 * </ol>
 */
public class GraphicOverlay extends View {
    private final Object lock = new Object();
    private int previewWidth;
    private float widthScaleFactor = 1.0f;
    private int previewHeight;
    private float heightScaleFactor = 1.0f;
    private int facing = CameraCharacteristics.LENS_FACING_BACK;
    private Set<Graphic> graphics = new HashSet<>();

    /**
     * Base class for a custom graphics object to be rendered within the graphic overlay. Subclass
     * this and implement the {@link Graphic#draw(Canvas)} method to define the graphics element. Add
     * instances to the overlay using {@link GraphicOverlay#add(Graphic)}.
     */
    public abstract static class Graphic {
        private GraphicOverlay overlay;

        public Graphic(GraphicOverlay overlay) {
            this.overlay = overlay;
        }

        /**
         * Draw the graphic on the supplied canvas. Drawing should use the following methods to convert
         * to view coordinates for the graphics that are drawn:
         * <p>
         * <ol>
         * <li>{@link Graphic#scaleX(float)} and {@link Graphic#scaleY(float)} adjust the size of the
         * supplied value from the preview scale to the view scale.
         * <li>{@link Graphic#translateX(float)} and {@link Graphic#translateY(float)} adjust the
         * coordinate from the preview's coordinate system to the view coordinate system.
         * </ol>
         *
         * @param canvas drawing canvas
         */
        public abstract void draw(Canvas canvas);

        /**
         * Adjusts a horizontal value of the supplied value from the preview scale to the view scale.
         */
        public float scaleX(float horizontal) {
            return horizontal * overlay.widthScaleFactor;
        }

        /**
         * Adjusts a vertical value of the supplied value from the preview scale to the view scale.
         */
        public float scaleY(float vertical) {
            return vertical * overlay.heightScaleFactor;
        }

        /**
         * Returns the application context of the app.
         */
        public Context getApplicationContext() {
            return overlay.getContext().getApplicationContext();
        }

        /**
         * Adjusts the x coordinate from the preview's coordinate system to the view coordinate system.
         */
        public float translateX(float x) {
            if (overlay.facing == CameraCharacteristics.LENS_FACING_FRONT) {
                return overlay.getWidth() - scaleX(x);
            } else {
                return scaleX(x);
            }
        }

        /**
         * Adjusts the y coordinate from the preview's coordinate system to the view coordinate system.
         */
        public float translateY(float y) {
            return scaleY(y);
        }

        public void postInvalidate() {
            overlay.postInvalidate();
        }
    }

    public GraphicOverlay(Context context, AttributeSet attrs) {
        super(context, attrs);
    }

    /**
     * Removes all graphics from the overlay.
     */
    public void clear() {
        synchronized (lock) {
            graphics.clear();
        }
        postInvalidate();
    }

    /**
     * Adds a graphic to the overlay.
     */
    public void add(Graphic graphic) {
        synchronized (lock) {
            graphics.add(graphic);
        }
        postInvalidate();
    }

    /**
     * Removes a graphic from the overlay.
     */
    public void remove(Graphic graphic) {
        synchronized (lock) {
            graphics.remove(graphic);
        }
        postInvalidate();
    }

    /**
     * Sets the camera attributes for size and facing direction, which informs how to transform image
     * coordinates later.
     */
    public void setCameraInfo(int previewWidth, int previewHeight, int facing) {
        synchronized (lock) {
            this.previewWidth = previewWidth;
            this.previewHeight = previewHeight;
            this.facing = facing;
        }
        postInvalidate();
    }

    /**
     * Draws the overlay with its associated graphic objects.
     */
    @Override
    protected void onDraw(Canvas canvas) {
        super.onDraw(canvas);

        synchronized (lock) {
            if ((previewWidth != 0) && (previewHeight != 0)) {
                widthScaleFactor = (float) canvas.getWidth() / (float) previewWidth;
                heightScaleFactor = (float) canvas.getHeight() / (float) previewHeight;
            }

            for (Graphic graphic : graphics) {
                graphic.draw(canvas);
            }
        }
    }
}


================================================
FILE: custom-model/starter/app/src/main/java/com/google/firebase/codelab/mlkit_custommodel/LabelGraphic.java
================================================
// Copyright 2018 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//      http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

package com.google.firebase.codelab.mlkit_custommodel;

import android.graphics.Canvas;
import android.graphics.Color;
import android.graphics.Paint;

import java.util.List;

/** Graphic instance for rendering image labels. */
public class LabelGraphic extends GraphicOverlay.Graphic {

  private final Paint textPaint;
  private final GraphicOverlay overlay;

  private List<String> labels;

  LabelGraphic(GraphicOverlay overlay, List<String> labels) {
    super(overlay);
    this.overlay = overlay;
    this.labels = labels;
    textPaint = new Paint();
    textPaint.setColor(Color.WHITE);
    textPaint.setTextSize(60.0f);
  }

  @Override
  public synchronized void draw(Canvas canvas) {
    float x = overlay.getWidth() / 4.0f;
    float y = overlay.getHeight() / 4.0f;

    for (String label : labels) {
      canvas.drawText(label, x, y, textPaint);
      y = y - 62.0f;
    }
  }
}


================================================
FILE: custom-model/starter/app/src/main/java/com/google/firebase/codelab/mlkit_custommodel/MainActivity.kt
================================================
// Copyright 2018 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//      http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

package com.google.firebase.codelab.mlkit_custommodel

import android.content.Context
import android.graphics.Bitmap
import android.graphics.BitmapFactory
import android.os.Bundle
import android.util.Log
import android.util.Pair
import android.view.View
import android.widget.AdapterView
import android.widget.ArrayAdapter
import android.widget.Toast

import androidx.appcompat.app.AppCompatActivity
import androidx.lifecycle.lifecycleScope
import com.google.firebase.ml.common.FirebaseMLException
import com.google.firebase.ml.common.modeldownload.FirebaseModelDownloadConditions
import com.google.firebase.ml.common.modeldownload.FirebaseModelManager
import com.google.firebase.ml.custom.*
import kotlinx.android.synthetic.main.activity_main.*
import kotlinx.coroutines.Dispatchers
import kotlinx.coroutines.launch
import kotlinx.coroutines.suspendCancellableCoroutine

import java.io.BufferedReader
import java.io.InputStreamReader
import java.nio.ByteBuffer
import java.nio.ByteOrder
import java.util.*
import kotlin.Comparator
import kotlin.RuntimeException
import kotlin.coroutines.resume
import kotlin.coroutines.resumeWithException
import kotlin.experimental.and
import kotlin.math.max
import kotlin.math.min


class MainActivity : AppCompatActivity(), AdapterView.OnItemSelectedListener {

    /** Data structure holding pairs of <label, confidence> for each inference result */
    data class LabelConfidence(val label: String, val confidence: Float)

    /** Current image being displayed in our app's screen */
    private var selectedImage: Bitmap? = null

    /** List of JPG files in our assets folder */
    private val imagePaths by lazy {
        resources.assets.list("")!!.filter { it.endsWith(".jpg") }
    }

    /** Labels corresponding to the output of the vision model. */
    private val labelList by lazy {
        BufferedReader(InputStreamReader(resources.assets.open(LABEL_PATH))).lineSequence().toList()
    }

    /** Preallocated buffers for storing image data. */
    private val imageBuffer = IntArray(DIM_IMG_SIZE_X * DIM_IMG_SIZE_Y)

    // Gets the targeted width / height.
    private val targetedWidthHeight: Pair<Int, Int>
        get() {
            val targetWidth: Int
            val targetHeight: Int
            val maxWidthForPortraitMode = image_view.width
            val maxHeightForPortraitMode = image_view.height
            targetWidth = maxWidthForPortraitMode
            targetHeight = maxHeightForPortraitMode
            return Pair(targetWidth, targetHeight)
        }

    /** Input options used for our Firebase model interpreter */
    private val modelInputOutputOptions by lazy {
        val inputDims = arrayOf(DIM_BATCH_SIZE, DIM_IMG_SIZE_X, DIM_IMG_SIZE_Y, DIM_PIXEL_SIZE)
        val outputDims = arrayOf(DIM_BATCH_SIZE, labelList.size)
        FirebaseModelInputOutputOptions.Builder()
            .setInputFormat(0, FirebaseModelDataType.BYTE, inputDims.toIntArray())
            .setOutputFormat(0, FirebaseModelDataType.BYTE, outputDims.toIntArray())
            .build()
    }

    /** Firebase model interpreter used for the local model from assets */
    private lateinit var modelInterpreter: FirebaseModelInterpreter

    /** Initialize a local model interpreter from assets file */
    private fun createLocalModelInterpreter(): FirebaseModelInterpreter {
        throw NotImplementedError("TODO: complete this section")
    }

    /** Initialize a remote model interpreter from Firebase server */
    private suspend fun createRemoteModelInterpreter(): FirebaseModelInterpreter {
        throw NotImplementedError("TODO: complete this section")
    }

    override fun onCreate(savedInstanceState: Bundle?) {
        super.onCreate(savedInstanceState)
        setContentView(R.layout.activity_main)
        
        val adapter = ArrayAdapter(
            this, 
            android.R.layout.simple_spinner_dropdown_item, 
            imagePaths.mapIndexed { idx, _ -> "Image ${idx + 1}" })

        spinner.adapter = adapter
        spinner.onItemSelectedListener = this
        button_run.setOnClickListener { runModelInference() }

        // Disable the inference button until model is loaded
        button_run.isEnabled = false

        // Load the model interpreter in a coroutine
        lifecycleScope.launch(Dispatchers.IO) {
            //modelInterpreter = createLocalModelInterpreter()
            //modelInterpreter = createRemoteModelInterpreter()
            runOnUiThread { button_run.isEnabled = true }
        }

    }

    /** Uses model to make predictions and interpret output into likely labels. */
    private fun runModelInference() = selectedImage?.let { image ->
        throw NotImplementedError("TODO: complete this section")
    }

    /** Gets the top labels in the results. */
    @Synchronized
    private fun getTopLabels(inferenceOutput: Array<ByteArray>): List<String> {
        // Since we ran inference on a single image, inference output will have a single row.
        val imageInference = inferenceOutput.first()

        // The columns of the image inference correspond to the confidence for each label.
        return labelList.mapIndexed { idx, label ->
            LabelConfidence(label, (imageInference[idx] and 0xFF.toByte()) / 255.0f)

            // Sort the results in decreasing order of confidence and return only top 3.
        }.sortedBy { it.confidence }.reversed().map { "${it.label}:${it.confidence}" }
            .subList(0, min(labelList.size, RESULTS_TO_SHOW))
    }

    /** Writes Image data into a `ByteBuffer`. */
    @Synchronized
    private fun convertBitmapToByteBuffer(bitmap: Bitmap): ByteBuffer {
        val imgData = ByteBuffer.allocateDirect(
                DIM_BATCH_SIZE * DIM_IMG_SIZE_X * DIM_IMG_SIZE_Y * DIM_PIXEL_SIZE).apply {
            order(ByteOrder.nativeOrder())
            rewind()
        }
        val scaledBitmap =
            Bitmap.createScaledBitmap(bitmap, DIM_IMG_SIZE_X, DIM_IMG_SIZE_Y, true)
        scaledBitmap.getPixels(
            imageBuffer, 0, scaledBitmap.width, 0, 0, scaledBitmap.width, scaledBitmap.height)
        // Convert the image to int points.
        var pixel = 0
        for (i in 0 until DIM_IMG_SIZE_X) {
            for (j in 0 until DIM_IMG_SIZE_Y) {
                val `val` = imageBuffer[pixel++]
                imgData.put((`val` shr 16 and 0xFF).toByte())
                imgData.put((`val` shr 8 and 0xFF).toByte())
                imgData.put((`val` and 0xFF).toByte())
            }
        }
        return imgData
    }

    override fun onItemSelected(parent: AdapterView<*>, view: View, position: Int, id: Long) {
        graphic_overlay.clear()
        selectedImage = decodeBitmapAsset(this, imagePaths[position])
        if (selectedImage != null) {
            // Get the dimensions of the View
            val targetedSize = targetedWidthHeight

            val targetWidth = targetedSize.first
            val maxHeight = targetedSize.second

            // Determine how much to scale down the image
            val scaleFactor = max(
                    selectedImage!!.width.toFloat() / targetWidth.toFloat(),
                    selectedImage!!.height.toFloat() / maxHeight.toFloat())

            val resizedBitmap = Bitmap.createScaledBitmap(
                    selectedImage!!,
                    (selectedImage!!.width / scaleFactor).toInt(),
                    (selectedImage!!.height / scaleFactor).toInt(),
                    true)

            image_view.setImageBitmap(resizedBitmap)
            selectedImage = resizedBitmap
        }
    }

    override fun onNothingSelected(parent: AdapterView<*>) = Unit

    companion object {
        private val TAG = MainActivity::class.java.simpleName

        /** Name of the label file stored in Assets. */
        private const val LABEL_PATH = "labels.txt"

        /** Name of the remote model in Firebase. */
        private const val REMOTE_MODEL_NAME = "mobilenet_v1_224_quant"

        /** Number of results to show in the UI. */
        private const val RESULTS_TO_SHOW = 3

        /** Dimensions of inputs. */
        private const val DIM_BATCH_SIZE = 1
        private const val DIM_PIXEL_SIZE = 3
        private const val DIM_IMG_SIZE_X = 224
        private const val DIM_IMG_SIZE_Y = 224

        /** Utility function for loading and resizing images from app asset folder. */
        fun decodeBitmapAsset(context: Context, filePath: String): Bitmap =
            context.assets.open(filePath).let { BitmapFactory.decodeStream(it) }
    }
}


================================================
FILE: custom-model/starter/app/src/main/res/drawable/ic_launcher_background.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<vector xmlns:android="http://schemas.android.com/apk/res/android"
    android:width="108dp"
    android:height="108dp"
    android:viewportWidth="108"
    android:viewportHeight="108">
    <path
        android:fillColor="#008577"
        android:pathData="M0,0h108v108h-108z" />
    <path
        android:fillColor="#00000000"
        android:pathData="M9,0L9,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,0L19,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M29,0L29,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M39,0L39,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M49,0L49,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M59,0L59,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M69,0L69,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M79,0L79,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M89,0L89,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M99,0L99,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,9L108,9"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,19L108,19"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,29L108,29"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,39L108,39"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,49L108,49"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,59L108,59"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,69L108,69"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,79L108,79"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,89L108,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,99L108,99"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,29L89,29"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,39L89,39"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,49L89,49"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,59L89,59"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,69L89,69"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,79L89,79"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M29,19L29,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M39,19L39,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M49,19L49,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M59,19L59,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M69,19L69,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M79,19L79,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
</vector>


================================================
FILE: custom-model/starter/app/src/main/res/drawable-v24/ic_launcher_foreground.xml
================================================
<vector xmlns:android="http://schemas.android.com/apk/res/android"
    xmlns:aapt="http://schemas.android.com/aapt"
    android:width="108dp"
    android:height="108dp"
    android:viewportWidth="108"
    android:viewportHeight="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:strokeWidth="1"
        android:strokeColor="#00000000">
        <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>
    </path>
    <path
        android:fillColor="#FFFFFF"
        android:fillType="nonZero"
        android:pathData="M66.94,46.02L66.94,46.02C72.44,50.07 76,56.61 76,64L32,64C32,56.61 35.56,50.11 40.98,46.06L36.18,41.19C35.45,40.45 35.45,39.3 36.18,38.56C36.91,37.81 38.05,37.81 38.78,38.56L44.25,44.05C47.18,42.57 50.48,41.71 54,41.71C57.48,41.71 60.78,42.57 63.68,44.05L69.11,38.56C69.84,37.81 70.98,37.81 71.71,38.56C72.44,39.3 72.44,40.45 71.71,41.19L66.94,46.02ZM62.94,56.92C64.08,56.92 65,56.01 65,54.88C65,53.76 64.08,52.85 62.94,52.85C61.8,52.85 60.88,53.76 60.88,54.88C60.88,56.01 61.8,56.92 62.94,56.92ZM45.06,56.92C46.2,56.92 47.13,56.01 47.13,54.88C47.13,53.76 46.2,52.85 45.06,52.85C43.92,52.85 43,53.76 43,54.88C43,56.01 43.92,56.92 45.06,56.92Z"
        android:strokeWidth="1"
        android:strokeColor="#00000000" />
</vector>


================================================
FILE: custom-model/starter/app/src/main/res/layout/activity_main.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<androidx.constraintlayout.widget.ConstraintLayout
    xmlns:android="http://schemas.android.com/apk/res/android"
    xmlns:app="http://schemas.android.com/apk/res-auto"
    xmlns:tools="http://schemas.android.com/tools"
    android:layout_width="match_parent"
    android:layout_height="match_parent"
    tools:context=".MainActivity">

    <ImageView
        android:id="@+id/image_view"
        android:layout_width="match_parent"
        android:layout_height="match_parent"
        android:scaleType="fitStart"
        app:layout_constraintTop_toTopOf="parent"
        app:layout_constraintBottom_toBottomOf="parent"
        app:layout_constraintStart_toStartOf="parent"
        app:layout_constraintEnd_toEndOf="parent"
        android:contentDescription="Select image for text recognition" />

    <com.google.firebase.codelab.mlkit_custommodel.GraphicOverlay
        android:id="@+id/graphic_overlay"
        android:layout_width="fill_parent"
        android:layout_height="fill_parent"
        app:layout_constraintTop_toTopOf="parent"
        app:layout_constraintBottom_toBottomOf="parent"
        app:layout_constraintStart_toStartOf="parent"
        app:layout_constraintEnd_toEndOf="parent" />

    <Spinner
        android:id="@+id/spinner"
        android:layout_width="match_parent"
        android:layout_height="wrap_content"
        app:layout_constraintLeft_toLeftOf="parent"
        app:layout_constraintRight_toRightOf="parent"
        app:layout_constraintBottom_toTopOf="@id/button_run"
        android:background="@android:drawable/btn_dropdown"
        android:spinnerMode="dropdown" />

    <Button
        android:id="@+id/button_run"
        android:text="Run model"
        android:layout_width="0dp"
        android:layout_height="wrap_content"
        app:layout_constraintBottom_toBottomOf="parent"
        app:layout_constraintStart_toStartOf="parent"
        app:layout_constraintEnd_toEndOf="parent" />

</androidx.constraintlayout.widget.ConstraintLayout>

================================================
FILE: custom-model/starter/app/src/main/res/mipmap-anydpi-v26/ic_launcher.xml
================================================
<?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>

================================================
FILE: custom-model/starter/app/src/main/res/mipmap-anydpi-v26/ic_launcher_round.xml
================================================
<?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>

================================================
FILE: custom-model/starter/app/src/main/res/values/colors.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<resources>
    <color name="colorPrimary">#008577</color>
    <color name="colorPrimaryDark">#00574B</color>
    <color name="colorAccent">#D81B60</color>
</resources>


================================================
FILE: custom-model/starter/app/src/main/res/values/strings.xml
================================================
<resources>
    <string name="app_name">MLKit Custom Model</string>
</resources>


================================================
FILE: custom-model/starter/app/src/main/res/values/styles.xml
================================================
<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>


================================================
FILE: custom-model/starter/build.gradle
================================================
// Top-level build file where you can add configuration options common to all sub-projects/modules.

buildscript {
    ext.kotlin_version = '1.3.50'

    repositories {
        google()
        jcenter()
        
    }
    dependencies {
        classpath 'com.android.tools.build:gradle:3.5.2'
        classpath "org.jetbrains.kotlin:kotlin-gradle-plugin:$kotlin_version"
        classpath 'com.google.gms:google-services:4.3.2' // google-services plugin

        // 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
}


================================================
FILE: custom-model/starter/gradle/wrapper/gradle-wrapper.properties
================================================
#Mon Nov 11 12:46:49 AEDT 2019
distributionBase=GRADLE_USER_HOME
distributionPath=wrapper/dists
zipStoreBase=GRADLE_USER_HOME
zipStorePath=wrapper/dists
distributionUrl=https\://services.gradle.org/distributions/gradle-5.4.1-all.zip


================================================
FILE: custom-model/starter/gradle.properties
================================================
# Project-wide Gradle settings.
# IDE (e.g. Android Studio) users:
# Gradle settings configured through the IDE *will override*
# any settings specified in this file.
# For more details on how to configure your build environment visit
# http://www.gradle.org/docs/current/userguide/build_environment.html
# Specifies the JVM arguments used for the daemon process.
# The setting is particularly useful for tweaking memory settings.
org.gradle.jvmargs=-Xmx1536m
# When configured, Gradle will run in incubating parallel mode.
# This option should only be used with decoupled projects. More details, visit
# http://www.gradle.org/docs/current/userguide/multi_project_builds.html#sec:decoupled_projects
# org.gradle.parallel=true
# AndroidX package structure to make it clearer which packages are bundled with the
# Android operating system, and which are packaged with your app's APK
# https://developer.android.com/topic/libraries/support-library/androidx-rn
android.useAndroidX=true
# Automatically convert third-party libraries to use AndroidX
android.enableJetifier=true
# Kotlin code style for this project: "official" or "obsolete":
kotlin.code.style=official


================================================
FILE: custom-model/starter/gradlew
================================================
#!/usr/bin/env sh

##############################################################################
##
##  Gradle start up script for UN*X
##
##############################################################################

# Attempt to set APP_HOME
# Resolve links: $0 may be a link
PRG="$0"
# Need this for relative symlinks.
while [ -h "$PRG" ] ; do
    ls=`ls -ld "$PRG"`
    link=`expr "$ls" : '.*-> \(.*\)$'`
    if expr "$link" : '/.*' > /dev/null; then
        PRG="$link"
    else
        PRG=`dirname "$PRG"`"/$link"
    fi
done
SAVED="`pwd`"
cd "`dirname \"$PRG\"`/" >/dev/null
APP_HOME="`pwd -P`"
cd "$SAVED" >/dev/null

APP_NAME="Gradle"
APP_BASE_NAME=`basename "$0"`

# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
DEFAULT_JVM_OPTS=""

# Use the maximum available, or set MAX_FD != -1 to use that value.
MAX_FD="maximum"

warn () {
    echo "$*"
}

die () {
    echo
    echo "$*"
    echo
    exit 1
}

# OS specific support (must be 'true' or 'false').
cygwin=false
msys=false
darwin=false
nonstop=false
case "`uname`" in
  CYGWIN* )
    cygwin=true
    ;;
  Darwin* )
    darwin=true
    ;;
  MINGW* )
    msys=true
    ;;
  NONSTOP* )
    nonstop=true
    ;;
esac

CLASSPATH=$APP_HOME/gradle/wrapper/gradle-wrapper.jar

# Determine the Java command to use to start the JVM.
if [ -n "$JAVA_HOME" ] ; then
    if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
        # IBM's JDK on AIX uses strange locations for the executables
        JAVACMD="$JAVA_HOME/jre/sh/java"
    else
        JAVACMD="$JAVA_HOME/bin/java"
    fi
    if [ ! -x "$JAVACMD" ] ; then
        die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME

Please set the JAVA_HOME variable in your environment to match the
location of your Java installation."
    fi
else
    JAVACMD="java"
    which java >/dev/null 2>&1 || die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.

Please set the JAVA_HOME variable in your environment to match the
location of your Java installation."
fi

# Increase the maximum file descriptors if we can.
if [ "$cygwin" = "false" -a "$darwin" = "false" -a "$nonstop" = "false" ] ; then
    MAX_FD_LIMIT=`ulimit -H -n`
    if [ $? -eq 0 ] ; then
        if [ "$MAX_FD" = "maximum" -o "$MAX_FD" = "max" ] ; then
            MAX_FD="$MAX_FD_LIMIT"
        fi
        ulimit -n $MAX_FD
        if [ $? -ne 0 ] ; then
            warn "Could not set maximum file descriptor limit: $MAX_FD"
        fi
    else
        warn "Could not query maximum file descriptor limit: $MAX_FD_LIMIT"
    fi
fi

# For Darwin, add options to specify how the application appears in the dock
if $darwin; then
    GRADLE_OPTS="$GRADLE_OPTS \"-Xdock:name=$APP_NAME\" \"-Xdock:icon=$APP_HOME/media/gradle.icns\""
fi

# For Cygwin, switch paths to Windows format before running java
if $cygwin ; then
    APP_HOME=`cygpath --path --mixed "$APP_HOME"`
    CLASSPATH=`cygpath --path --mixed "$CLASSPATH"`
    JAVACMD=`cygpath --unix "$JAVACMD"`

    # We build the pattern for arguments to be converted via cygpath
    ROOTDIRSRAW=`find -L / -maxdepth 1 -mindepth 1 -type d 2>/dev/null`
    SEP=""
    for dir in $ROOTDIRSRAW ; do
        ROOTDIRS="$ROOTDIRS$SEP$dir"
        SEP="|"
    done
    OURCYGPATTERN="(^($ROOTDIRS))"
    # Add a user-defined pattern to the cygpath arguments
    if [ "$GRADLE_CYGPATTERN" != "" ] ; then
        OURCYGPATTERN="$OURCYGPATTERN|($GRADLE_CYGPATTERN)"
    fi
    # Now convert the arguments - kludge to limit ourselves to /bin/sh
    i=0
    for arg in "$@" ; do
        CHECK=`echo "$arg"|egrep -c "$OURCYGPATTERN" -`
        CHECK2=`echo "$arg"|egrep -c "^-"`                                 ### Determine if an option

        if [ $CHECK -ne 0 ] && [ $CHECK2 -eq 0 ] ; then                    ### Added a condition
            eval `echo args$i`=`cygpath --path --ignore --mixed "$arg"`
        else
            eval `echo args$i`="\"$arg\""
        fi
        i=$((i+1))
    done
    case $i in
        (0) set -- ;;
        (1) set -- "$args0" ;;
        (2) set -- "$args0" "$args1" ;;
        (3) set -- "$args0" "$args1" "$args2" ;;
        (4) set -- "$args0" "$args1" "$args2" "$args3" ;;
        (5) set -- "$args0" "$args1" "$args2" "$args3" "$args4" ;;
        (6) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" ;;
        (7) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" ;;
        (8) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" ;;
        (9) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" "$args8" ;;
    esac
fi

# Escape application args
save () {
    for i do printf %s\\n "$i" | sed "s/'/'\\\\''/g;1s/^/'/;\$s/\$/' \\\\/" ; done
    echo " "
}
APP_ARGS=$(save "$@")

# Collect all arguments for the java command, following the shell quoting and substitution rules
eval set -- $DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS "\"-Dorg.gradle.appname=$APP_BASE_NAME\"" -classpath "\"$CLASSPATH\"" org.gradle.wrapper.GradleWrapperMain "$APP_ARGS"

# by default we should be in the correct project dir, but when run from Finder on Mac, the cwd is wrong
if [ "$(uname)" = "Darwin" ] && [ "$HOME" = "$PWD" ]; then
  cd "$(dirname "$0")"
fi

exec "$JAVACMD" "$@"


================================================
FILE: custom-model/starter/gradlew.bat
================================================
@if "%DEBUG%" == "" @echo off
@rem ##########################################################################
@rem
@rem  Gradle startup script for Windows
@rem
@rem ##########################################################################

@rem Set local scope for the variables with windows NT shell
if "%OS%"=="Windows_NT" setlocal

set DIRNAME=%~dp0
if "%DIRNAME%" == "" set DIRNAME=.
set APP_BASE_NAME=%~n0
set APP_HOME=%DIRNAME%

@rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
set DEFAULT_JVM_OPTS=

@rem Find java.exe
if defined JAVA_HOME goto findJavaFromJavaHome

set JAVA_EXE=java.exe
%JAVA_EXE% -version >NUL 2>&1
if "%ERRORLEVEL%" == "0" goto init

echo.
echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
echo.
echo Please set the JAVA_HOME variable in your environment to match the
echo location of your Java installation.

goto fail

:findJavaFromJavaHome
set JAVA_HOME=%JAVA_HOME:"=%
set JAVA_EXE=%JAVA_HOME%/bin/java.exe

if exist "%JAVA_EXE%" goto init

echo.
echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME%
echo.
echo Please set the JAVA_HOME variable in your environment to match the
echo location of your Java installation.

goto fail

:init
@rem Get command-line arguments, handling Windows variants

if not "%OS%" == "Windows_NT" goto win9xME_args

:win9xME_args
@rem Slurp the command line arguments.
set CMD_LINE_ARGS=
set _SKIP=2

:win9xME_args_slurp
if "x%~1" == "x" goto execute

set CMD_LINE_ARGS=%*

:execute
@rem Setup the command line

set CLASSPATH=%APP_HOME%\gradle\wrapper\gradle-wrapper.jar

@rem Execute Gradle
"%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -classpath "%CLASSPATH%" org.gradle.wrapper.GradleWrapperMain %CMD_LINE_ARGS%

:end
@rem End local scope for the variables with windows NT shell
if "%ERRORLEVEL%"=="0" goto mainEnd

:fail
rem Set variable GRADLE_EXIT_CONSOLE if you need the _script_ return code instead of
rem the _cmd.exe /c_ return code!
if  not "" == "%GRADLE_EXIT_CONSOLE%" exit 1
exit /b 1

:mainEnd
if "%OS%"=="Windows_NT" endlocal

:omega


================================================
FILE: custom-model/starter/settings.gradle
================================================
include ':app'
rootProject.name='MLKit Custom Model'


================================================
FILE: object-detection/.gitignore
================================================
**/*.iml
.gradle
/local.properties
/.idea/caches/build_file_checksums.ser
/.idea/libraries
/.idea/modules.xml
/.idea/workspace.xml
.DS_Store
/build
/captures
.externalNativeBuild
**/.idea
starter/app/google-services.json
final/app/google-services.json



================================================
FILE: object-detection/final/.gitignore
================================================
*.iml
.gradle
/local.properties
/.idea/caches
/.idea/libraries
/.idea/modules.xml
/.idea/workspace.xml
/.idea/navEditor.xml
/.idea/assetWizardSettings.xml
.DS_Store
/build
/captures
.externalNativeBuild
.cxx
local.properties
.idea

================================================
FILE: object-detection/final/app/build.gradle
================================================
plugins {
    id 'com.android.application'
    id 'kotlin-android'
}

android {
    compileSdkVersion 30
    buildToolsVersion "30.0.3"

    defaultConfig {
        applicationId "com.google.mlkit.codelab.objectdetection"
        minSdkVersion 23
        targetSdkVersion 30
        versionCode 1
        versionName "1.0"

        testInstrumentationRunner "androidx.test.runner.AndroidJUnitRunner"
    }

    buildTypes {
        release {
            minifyEnabled false
            proguardFiles getDefaultProguardFile('proguard-android-optimize.txt'), 'proguard-rules.pro'
        }
    }
    compileOptions {
        sourceCompatibility JavaVersion.VERSION_1_8
        targetCompatibility JavaVersion.VERSION_1_8
    }
    kotlinOptions {
        jvmTarget = '1.8'
    }
}

dependencies {

    implementation "org.jetbrains.kotlin:kotlin-stdlib:$kotlin_version"
    implementation 'androidx.core:core-ktx:1.3.2'
    implementation 'androidx.appcompat:appcompat:1.2.0'
    implementation 'com.google.android.material:material:1.3.0'
    implementation 'androidx.constraintlayout:constraintlayout:2.0.4'
    implementation 'androidx.exifinterface:exifinterface:1.0.0'
    testImplementation 'junit:junit:4.+'
    androidTestImplementation 'androidx.test.ext:junit:1.1.2'
    androidTestImplementation 'androidx.test.espresso:espresso-core:3.3.0'

    // MLKit
    implementation 'com.google.mlkit:object-detection:16.2.3'
}

================================================
FILE: object-detection/final/app/proguard-rules.pro
================================================
# 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

================================================
FILE: object-detection/final/app/src/main/AndroidManifest.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<manifest xmlns:android="http://schemas.android.com/apk/res/android"
    package="com.google.mlkit.codelab.objectdetection">

    <uses-permission android:name="android.permission.INTERNET" />

    <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/Theme.ObjectDetection">
        <activity android:name=".MainActivity">
            <intent-filter>
                <action android:name="android.intent.action.MAIN" />

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

        <provider
            android:name="androidx.core.content.FileProvider"
            android:authorities="com.google.mlkit.codelab.objectdetection.fileprovider"
            android:exported="false"
            android:grantUriPermissions="true">
            <meta-data
                android:name="android.support.FILE_PROVIDER_PATHS"
                android:resource="@xml/file_paths" />
        </provider>
    </application>

</manifest>

================================================
FILE: object-detection/final/app/src/main/java/com/google/mlkit/codelab/objectdetection/MainActivity.kt
================================================
/**
 * Copyright 2021 Google LLC
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 * https://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

package com.google.mlkit.codelab.objectdetection

import android.app.Activity
import android.content.ActivityNotFoundException
import android.content.Intent
import android.graphics.*
import android.net.Uri
import android.os.Bundle
import android.os.Environment
import android.provider.MediaStore
import android.util.Log
import android.view.View
import android.widget.Button
import android.widget.ImageView
import android.widget.TextView
import androidx.appcompat.app.AppCompatActivity
import androidx.core.content.FileProvider
import androidx.exifinterface.media.ExifInterface
import com.google.mlkit.vision.common.InputImage
import com.google.mlkit.vision.objects.DetectedObject
import com.google.mlkit.vision.objects.ObjectDetection
import com.google.mlkit.vision.objects.defaults.ObjectDetectorOptions
import java.io.File
import java.io.IOException
import java.text.SimpleDateFormat
import java.util.*
import kotlin.math.max
import kotlin.math.min

class MainActivity : AppCompatActivity(), View.OnClickListener {
    companion object {
        const val TAG = "MLKit-ODT"
        const val REQUEST_IMAGE_CAPTURE: Int = 1
        private const val MAX_FONT_SIZE = 96F
    }

    private lateinit var captureImageFab: Button
    private lateinit var inputImageView: ImageView
    private lateinit var imgSampleOne: ImageView
    private lateinit var imgSampleTwo: ImageView
    private lateinit var imgSampleThree: ImageView
    private lateinit var tvPlaceholder: TextView
    private lateinit var currentPhotoPath: String

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

        captureImageFab = findViewById(R.id.captureImageFab)
        inputImageView = findViewById(R.id.imageView)
        imgSampleOne = findViewById(R.id.imgSampleOne)
        imgSampleTwo = findViewById(R.id.imgSampleTwo)
        imgSampleThree = findViewById(R.id.imgSampleThree)
        tvPlaceholder = findViewById(R.id.tvPlaceholder)

        captureImageFab.setOnClickListener(this)
        imgSampleOne.setOnClickListener(this)
        imgSampleTwo.setOnClickListener(this)
        imgSampleThree.setOnClickListener(this)
    }

    override fun onActivityResult(requestCode: Int, resultCode: Int, data: Intent?) {
        super.onActivityResult(requestCode, resultCode, data)
        if (requestCode == REQUEST_IMAGE_CAPTURE &&
            resultCode == Activity.RESULT_OK
        ) {
            setViewAndDetect(getCapturedImage())
        }
    }

    override fun onClick(v: View?) {
        when (v?.id) {
            R.id.captureImageFab -> {
                try {
                    dispatchTakePictureIntent()
                } catch (e: ActivityNotFoundException) {
                    Log.e(TAG, e.message.toString())
                }
            }
            R.id.imgSampleOne -> {
                setViewAndDetect(getSampleImage(R.drawable.demo_img1))
            }
            R.id.imgSampleTwo -> {
                setViewAndDetect(getSampleImage(R.drawable.demo_img2))
            }
            R.id.imgSampleThree -> {
                setViewAndDetect(getSampleImage(R.drawable.demo_img3))
            }
        }
    }

    /**
     * ML Kit Object Detection function. We'll add ML Kit code here in the codelab.
     */
    private fun runObjectDetection(bitmap: Bitmap) {
        val image = InputImage.fromBitmap(bitmap, 0)

        val options = ObjectDetectorOptions.Builder()
            .setDetectorMode(ObjectDetectorOptions.SINGLE_IMAGE_MODE)
            .enableMultipleObjects()
            .enableClassification()
            .build()
        val objectDetector = ObjectDetection.getClient(options)

        objectDetector.process(image).addOnSuccessListener { results ->
            debugPrint(results)

            // Parse ML Kit's DetectedObject and create corresponding visualization data
            val detectedObjects = results.map {
                var text = "Unknown"

                // We will show the top confident detection result if it exist
                if (it.labels.isNotEmpty()) {
                    val firstLabel = it.labels.first()
                    text = "${firstLabel.text}, ${firstLabel.confidence.times(100).toInt()}%"
                }
                BoxWithText(it.boundingBox, text)
            }

            // Draw the detection result on the input bitmap
            val visualizedResult = drawDetectionResult(bitmap, detectedObjects)

            // Show the detection result on the app screen
            inputImageView.setImageBitmap(visualizedResult)
        }.addOnFailureListener {
            Log.e(TAG, it.message.toString())
        }
    }

    /**
     * Set image to view and call object detection
     */
    private fun setViewAndDetect(bitmap: Bitmap) {
        // Display the captured image
        inputImageView.setImageBitmap(bitmap)
        tvPlaceholder.visibility = View.INVISIBLE

        // Run object detection and display the result
        runObjectDetection(bitmap)
    }

    /**
     * getCapturedImage():
     *     Decodes and crops the captured image from camera.
     */
    private fun getCapturedImage(): Bitmap {
        // Get the dimensions of the View
        val targetW: Int = inputImageView.width
        val targetH: Int = inputImageView.height

        val bmOptions = BitmapFactory.Options().apply {
            // Get the dimensions of the bitmap
            inJustDecodeBounds = true

            BitmapFactory.decodeFile(currentPhotoPath, this)

            val photoW: Int = outWidth
            val photoH: Int = outHeight

            // Determine how much to scale down the image
            val scaleFactor: Int = max(1, min(photoW / targetW, photoH / targetH))

            // Decode the image file into a Bitmap sized to fill the View
            inJustDecodeBounds = false
            inSampleSize = scaleFactor
            inMutable = true
        }
        val exifInterface = ExifInterface(currentPhotoPath)
        val orientation = exifInterface.getAttributeInt(
            ExifInterface.TAG_ORIENTATION,
            ExifInterface.ORIENTATION_UNDEFINED
        )

        val bitmap = BitmapFactory.decodeFile(currentPhotoPath, bmOptions)
        return when (orientation) {
            ExifInterface.ORIENTATION_ROTATE_90 -> {
                rotateImage(bitmap, 90f)
            }
            ExifInterface.ORIENTATION_ROTATE_180 -> {
                rotateImage(bitmap, 180f)
            }
            ExifInterface.ORIENTATION_ROTATE_270 -> {
                rotateImage(bitmap, 270f)
            }
            else -> {
                bitmap
            }
        }
    }

    /**
     * Get image form drawable and convert to bitmap.
     */
    private fun getSampleImage(drawable: Int): Bitmap {
        return BitmapFactory.decodeResource(resources, drawable, BitmapFactory.Options().apply {
            inMutable = true
        })
    }

    /**
     * Rotate the given bitmap.
     */
    private fun rotateImage(source: Bitmap, angle: Float): Bitmap {
        val matrix = Matrix()
        matrix.postRotate(angle)
        return Bitmap.createBitmap(
            source, 0, 0, source.width, source.height,
            matrix, true
        )
    }

    /**
     * Create a file to pass to a camera app for storing captured image.
     */
    @Throws(IOException::class)
    private fun createImageFile(): File {
        // Create an image file name
        val timeStamp: String = SimpleDateFormat("yyyyMMdd_HHmmss").format(Date())
        val storageDir: File? = getExternalFilesDir(Environment.DIRECTORY_PICTURES)
        return File.createTempFile(
            "JPEG_${timeStamp}_", /* prefix */
            ".jpg", /* suffix */
            storageDir /* directory */
        ).apply {
            // Save a file: path for use with ACTION_VIEW intents
            currentPhotoPath = absolutePath
        }
    }

    /**
     * Open a camera app to take photo.
     */
    private fun dispatchTakePictureIntent() {
        Intent(MediaStore.ACTION_IMAGE_CAPTURE).also { takePictureIntent ->
            // Ensure that there's a camera activity to handle the intent
            takePictureIntent.resolveActivity(packageManager)?.also {
                // Create the File where the photo should go
                val photoFile: File? = try {
                    createImageFile()
                } catch (e: IOException) {
                    Log.e(TAG, e.message.toString())
                    null
                }
                // Continue only if the File was successfully created
                photoFile?.also {
                    val photoURI: Uri = FileProvider.getUriForFile(
                        this,
                        "com.google.mlkit.codelab.objectdetection.fileprovider",
                        it
                    )
                    takePictureIntent.putExtra(MediaStore.EXTRA_OUTPUT, photoURI)
                    startActivityForResult(takePictureIntent, REQUEST_IMAGE_CAPTURE)
                }
            }
        }
    }

    /**
     * Draw bounding boxes around objects together with the object's name.
     */
    private fun drawDetectionResult(
            bitmap: Bitmap,
            detectionResults: List<BoxWithText>
    ): Bitmap {
        val outputBitmap = bitmap.copy(Bitmap.Config.ARGB_8888, true)
        val canvas = Canvas(outputBitmap)
        val pen = Paint()
        pen.textAlign = Paint.Align.LEFT

        detectionResults.forEach {
            // draw bounding box
            pen.color = Color.RED
            pen.strokeWidth = 8F
            pen.style = Paint.Style.STROKE
            val box = it.box
            canvas.drawRect(box, pen)

            val tagSize = Rect(0, 0, 0, 0)

            // calculate the right font size
            pen.style = Paint.Style.FILL_AND_STROKE
            pen.color = Color.YELLOW
            pen.strokeWidth = 2F

            pen.textSize = MAX_FONT_SIZE
            pen.getTextBounds(it.text, 0, it.text.length, tagSize)
            val fontSize: Float = pen.textSize * box.width() / tagSize.width()

            // adjust the font size so texts are inside the bounding box
            if (fontSize < pen.textSize) pen.textSize = fontSize

            var margin = (box.width() - tagSize.width()) / 2.0F
            if (margin < 0F) margin = 0F
            canvas.drawText(
                it.text, box.left + margin,
                box.top + tagSize.height().times(1F), pen
            )
        }
        return outputBitmap
    }

    /**
     * Print out the object detection result to Logcat.
     */
    private fun debugPrint(detectedObjects: List<DetectedObject>) {
        detectedObjects.forEachIndexed { index, detectedObject ->
            val box = detectedObject.boundingBox

            Log.d(TAG, "Detected object: $index")
            Log.d(TAG, " trackingId: ${detectedObject.trackingId}")
            Log.d(TAG, " boundingBox: (${box.left}, ${box.top}) - (${box.right},${box.bottom})")
            detectedObject.labels.forEach {
                Log.d(TAG, " categories: ${it.text}")
                Log.d(TAG, " confidence: ${it.confidence}")
            }
        }
    }
}

/**
 * A general-purpose data class to store detection result for visualization
 */
data class BoxWithText(val box: Rect, val text: String)


================================================
FILE: object-detection/final/app/src/main/res/drawable/ic_camera.xml
================================================
<vector android:height="24dp" android:tint="#FFFFFF"
    android:viewportHeight="24.0" android:viewportWidth="24.0"
    android:width="24dp" xmlns:android="http://schemas.android.com/apk/res/android">
    <path android:fillColor="#FF000000" android:pathData="M12,12m-3.2,0a3.2,3.2 0,1 1,6.4 0a3.2,3.2 0,1 1,-6.4 0"/>
    <path android:fillColor="#FF000000" android:pathData="M9,2L7.17,4L4,4c-1.1,0 -2,0.9 -2,2v12c0,1.1 0.9,2 2,2h16c1.1,0 2,-0.9 2,-2L22,6c0,-1.1 -0.9,-2 -2,-2h-3.17L15,2L9,2zM12,17c-2.76,0 -5,-2.24 -5,-5s2.24,-5 5,-5 5,2.24 5,5 -2.24,5 -5,5z"/>
</vector>


================================================
FILE: object-detection/final/app/src/main/res/drawable/ic_launcher_background.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<vector xmlns:android="http://schemas.android.com/apk/res/android"
    android:width="108dp"
    android:height="108dp"
    android:viewportWidth="108"
    android:viewportHeight="108">
    <path
        android:fillColor="#3DDC84"
        android:pathData="M0,0h108v108h-108z" />
    <path
        android:fillColor="#00000000"
        android:pathData="M9,0L9,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,0L19,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M29,0L29,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M39,0L39,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M49,0L49,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M59,0L59,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M69,0L69,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M79,0L79,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M89,0L89,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M99,0L99,108"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,9L108,9"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,19L108,19"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,29L108,29"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,39L108,39"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,49L108,49"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,59L108,59"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,69L108,69"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,79L108,79"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,89L108,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M0,99L108,99"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,29L89,29"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,39L89,39"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,49L89,49"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,59L89,59"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,69L89,69"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M19,79L89,79"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M29,19L29,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M39,19L39,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M49,19L49,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M59,19L59,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M69,19L69,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
    <path
        android:fillColor="#00000000"
        android:pathData="M79,19L79,89"
        android:strokeWidth="0.8"
        android:strokeColor="#33FFFFFF" />
</vector>


================================================
FILE: object-detection/final/app/src/main/res/drawable-v24/ic_launcher_foreground.xml
================================================
<vector xmlns:android="http://schemas.android.com/apk/res/android"
    xmlns:aapt="http://schemas.android.com/aapt"
    android:width="108dp"
    android:height="108dp"
    android:viewportWidth="108"
    android:viewportHeight="108">
    <path android:pathData="M31,63.928c0,0 6.4,-11 12.1,-13.1c7.2,-2.6 26,-1.4 26,-1.4l38.1,38.1L107,108.928l-32,-1L31,63.928z">
        <aapt:attr name="android:fillColor">
            <gradient
                android:endX="85.84757"
                android:endY="92.4963"
                android:startX="42.9492"
                android:startY="49.59793"
                android:type="linear">
                <item
                    android:color="#44000000"
                    android:offset="0.0" />
                <item
                    android:color="#00000000"
                    android:offset="1.0" />
            </gradient>
        </aapt:attr>
    </path>
    <path
        android:fillColor="#FFFFFF"
        android:fillType="nonZero"
        android:pathData="M65.3,45.828l3.8,-6.6c0.2,-0.4 0.1,-0.9 -0.3,-1.1c-0.4,-0.2 -0.9,-0.1 -1.1,0.3l-3.9,6.7c-6.3,-2.8 -13.4,-2.8 -19.7,0l-3.9,-6.7c-0.2,-0.4 -0.7,-0.5 -1.1,-0.3C38.8,38.328 38.7,38.828 38.9,39.228l3.8,6.6C36.2,49.428 31.7,56.028 31,63.928h46C76.3,56.028 71.8,49.428 65.3,45.828zM43.4,57.328c-0.8,0 -1.5,-0.5 -1.8,-1.2c-0.3,-0.7 -0.1,-1.5 0.4,-2.1c0.5,-0.5 1.4,-0.7 2.1,-0.4c0.7,0.3 1.2,1 1.2,1.8C45.3,56.528 44.5,57.328 43.4,57.328L43.4,57.328zM64.6,57.328c-0.8,0 -1.5,-0.5 -1.8,-1.2s-0.1,-1.5 0.4,-2.1c0.5,-0.5 1.4,-0.7 2.1,-0.4c0.7,0.3 1.2,1 1.2,1.8C66.5,56.528 65.6,57.328 64.6,57.328L64.6,57.328z"
        android:strokeWidth="1"
        android:strokeColor="#00000000" />
</vector>

================================================
FILE: object-detection/final/app/src/main/res/layout/activity_main.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<RelativeLayout xmlns:android="http://schemas.android.com/apk/res/android"
    xmlns:tools="http://schemas.android.com/tools"
    android:layout_width="match_parent"
    android:layout_height="match_parent"
    android:orientation="vertical"
    tools:context=".MainActivity">

    <FrameLayout
        android:layout_width="match_parent"
        android:layout_height="match_parent"
        android:layout_above="@+id/tvDescription">

        <TextView
            android:id="@+id/tvPlaceholder"
            android:layout_width="match_parent"
            android:layout_height="wrap_content"
            android:layout_gravity="center"
            android:text="@string/tv_placeholder"
            android:textAlignment="center"
            android:textSize="40sp" />

        <ImageView
            android:id="@+id/imageView"
            android:layout_width="match_parent"
            android:layout_height="match_parent"
            android:adjustViewBounds="true"
            android:contentDescription="@null"
            android:scaleType="fitCenter" />
    </FrameLayout>

    <TextView
        android:id="@+id/tvDescription"
        android:layout_width="match_parent"
        android:layout_height="wrap_content"
        android:layout_above="@id/llSampleImage"
        android:layout_marginStart="16dp"
        android:layout_marginTop="10dp"
        android:layout_marginBottom="10dp"
        android:text="@string/tv_description" />

    <LinearLayout
        android:id="@+id/llSampleImage"
        android:layout_width="match_parent"
        android:layout_height="wrap_content"
        android:layout_above="@+id/captureImageFab"
        android:gravity="center_horizontal"
        android:orientation="horizontal">

        <ImageView
            android:id="@+id/imgSampleOne"
            android:layout_width="80dp"
            android:layout_height="80dp"
            android:adjustViewBounds="true"
            android:contentDescription="@null"
            android:scaleType="centerCrop"
            android:src="@drawable/demo_img1" />

        <ImageView
            android:id="@+id/imgSampleTwo"
            android:layout_width="80dp"
            android:layout_height="80dp"
            android:layout_marginStart="16dp"
            android:layout_marginEnd="16dp"
            android:adjustViewBounds="true"
            android:contentDescription="@null"
            android:scaleType="centerCrop"
            android:src="@drawable/demo_img2" />

        <ImageView
            android:id="@+id/imgSampleThree"
            android:layout_width="80dp"
            android:layout_height="80dp"
            android:adjustViewBounds="true"
            android:contentDescription="@null"
            android:scaleType="centerCrop"
            android:src="@drawable/demo_img3" />
    </LinearLayout>

    <Button
        android:id="@+id/captureImageFab"
        android:layout_width="wrap_content"
        android:layout_height="wrap_content"
        android:layout_alignParentBottom="true"
        android:layout_centerHorizontal="true"
        android:layout_gravity="center|bottom"
        android:layout_margin="16dp"
        android:drawableLeft="@drawable/ic_camera"
        android:text="@string/tv_take_photo"
        android:textAllCaps="false" />

</RelativeLayout>


================================================
FILE: object-detection/final/app/src/main/res/mipmap-anydpi-v26/ic_launcher.xml
================================================
<?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>

================================================
FILE: object-detection/final/app/src/main/res/mipmap-anydpi-v26/ic_launcher_round.xml
================================================
<?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>

================================================
FILE: object-detection/final/app/src/main/res/values/colors.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<resources>
    <color name="purple_200">#FFBB86FC</color>
    <color name="purple_500">#FF6200EE</color>
    <color name="purple_700">#FF3700B3</color>
    <color name="teal_200">#FF03DAC5</color>
    <color name="teal_700">#FF018786</color>
    <color name="black">#FF000000</color>
    <color name="white">#FFFFFFFF</color>
</resources>

================================================
FILE: object-detection/final/app/src/main/res/values/strings.xml
================================================
<resources>
    <string name="app_name">Object Detection Codelab</string>
    <string name="tv_take_photo">Take photo</string>
    <string name="tv_description">Select a preset image or take a new photo</string>
    <string name="tv_placeholder">Object detection demo</string>
</resources>

================================================
FILE: object-detection/final/app/src/main/res/values/themes.xml
================================================
<resources xmlns:tools="http://schemas.android.com/tools">
    <!-- Base application theme. -->
    <style name="Theme.ObjectDetection" parent="Theme.MaterialComponents.DayNight.DarkActionBar">
        <!-- Primary brand color. -->
        <item name="colorPrimary">@color/purple_500</item>
        <item name="colorPrimaryVariant">@color/purple_700</item>
        <item name="colorOnPrimary">@color/white</item>
        <!-- Secondary brand color. -->
        <item name="colorSecondary">@color/teal_200</item>
        <item name="colorSecondaryVariant">@color/teal_700</item>
        <item name="colorOnSecondary">@color/black</item>
        <!-- Status bar color. -->
        <item name="android:statusBarColor" tools:targetApi="l">?attr/colorPrimaryVariant</item>
        <!-- Customize your theme here. -->
    </style>
</resources>

================================================
FILE: object-detection/final/app/src/main/res/values-night/themes.xml
================================================
<resources xmlns:tools="http://schemas.android.com/tools">
    <!-- Base application theme. -->
    <style name="Theme.ObjectDetection" parent="Theme.MaterialComponents.DayNight.DarkActionBar">
        <!-- Primary brand color. -->
        <item name="colorPrimary">@color/purple_200</item>
        <item name="colorPrimaryVariant">@color/purple_700</item>
        <item name="colorOnPrimary">@color/black</item>
        <!-- Secondary brand color. -->
        <item name="colorSecondary">@color/teal_200</item>
        <item name="colorSecondaryVariant">@color/teal_200</item>
        <item name="colorOnSecondary">@color/black</item>
        <!-- Status bar color. -->
        <item name="android:statusBarColor" tools:targetApi="l">?attr/colorPrimaryVariant</item>
        <!-- Customize your theme here. -->
    </style>
</resources>

================================================
FILE: object-detection/final/app/src/main/res/xml/file_paths.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<paths xmlns:android="http://schemas.android.com/apk/res/android">
    <external-files-path name="my_images" path="Pictures" />
</paths>


================================================
FILE: object-detection/final/build.gradle
================================================
// Top-level build file where you can add configuration options common to all sub-projects/modules.
buildscript {
    ext.kotlin_version = "1.3.72"
    repositories {
        google()
        jcenter()
    }
    dependencies {
        classpath "com.android.tools.build:gradle:4.1.2"
        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
}

================================================
FILE: object-detection/final/gradle/wrapper/gradle-wrapper.properties
================================================
#Tue Mar 02 15:07:56 ICT 2021
distributionBase=GRADLE_USER_HOME
distributionPath=wrapper/dists
zipStoreBase=GRADLE_USER_HOME
zipStorePath=wrapper/dists
distributionUrl=https\://services.gradle.org/distributions/gradle-6.5-bin.zip


================================================
FILE: object-detection/final/gradle.properties
================================================
# Project-wide Gradle settings.
# IDE (e.g. Android Studio) users:
# Gradle settings configured through the IDE *will override*
# any settings specified in this file.
# For more details on how to configure your build environment visit
# http://www.gradle.org/docs/current/userguide/build_environment.html
# Specifies the JVM arguments used for the daemon process.
# The setting is particularly useful for tweaking memory settings.
org.gradle.jvmargs=-Xmx2048m -Dfile.encoding=UTF-8
# When configured, Gradle will run in incubating parallel mode.
# This option should only be used with decoupled projects. More details, visit
# http://www.gradle.org/docs/current/userguide/multi_project_builds.html#sec:decoupled_projects
# org.gradle.parallel=true
# AndroidX package structure to make it clearer which packages are bundled with the
# Android operating system, and which are packaged with your app"s APK
# https://developer.android.com/topic/libraries/support-library/androidx-rn
android.useAndroidX=true
# Automatically convert third-party libraries to use AndroidX
android.enableJetifier=true
# Kotlin code style for this project: "official" or "obsolete":
kotlin.code.style=official

================================================
FILE: object-detection/final/gradlew
================================================
#!/usr/bin/env sh

##############################################################################
##
##  Gradle start up script for UN*X
##
##############################################################################

# Attempt to set APP_HOME
# Resolve links: $0 may be a link
PRG="$0"
# Need this for relative symlinks.
while [ -h "$PRG" ] ; do
    ls=`ls -ld "$PRG"`
    link=`expr "$ls" : '.*-> \(.*\)$'`
    if expr "$link" : '/.*' > /dev/null; then
        PRG="$link"
    else
        PRG=`dirname "$PRG"`"/$link"
    fi
done
SAVED="`pwd`"
cd "`dirname \"$PRG\"`/" >/dev/null
APP_HOME="`pwd -P`"
cd "$SAVED" >/dev/null

APP_NAME="Gradle"
APP_BASE_NAME=`basename "$0"`

# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
DEFAULT_JVM_OPTS=""

# Use the maximum available, or set MAX_FD != -1 to use that value.
MAX_FD="maximum"

warn () {
    echo "$*"
}

die () {
    echo
    echo "$*"
    echo
    exit 1
}

# OS specific support (must be 'true' or 'false').
cygwin=false
msys=false
darwin=false
nonstop=false
case "`uname`" in
  CYGWIN* )
    cygwin=true
    ;;
  Darwin* )
    darwin=true
    ;;
  MINGW* )
    msys=true
    ;;
  NONSTOP* )
    nonstop=true
    ;;
esac

CLASSPATH=$APP_HOME/gradle/wrapper/gradle-wrapper.jar

# Determine the Java command to use to start the JVM.
if [ -n "$JAVA_HOME" ] ; then
    if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
        # IBM's JDK on AIX uses strange locations for the executables
        JAVACMD="$JAVA_HOME/jre/sh/java"
    else
        JAVACMD="$JAVA_HOME/bin/java"
    fi
    if [ ! -x "$JAVACMD" ] ; then
        die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME

Please set the JAVA_HOME variable in your environment to match the
location of your Java installation."
    fi
else
    JAVACMD="java"
    which java >/dev/null 2>&1 || die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.

Please set the JAVA_HOME variable in your environment to match the
location of your Java installation."
fi

# Increase the maximum file descriptors if we can.
if [ "$cygwin" = "false" -a "$darwin" = "false" -a "$nonstop" = "false" ] ; then
    MAX_FD_LIMIT=`ulimit -H -n`
    if [ $? -eq 0 ] ; then
        if [ "$MAX_FD" = "maximum" -o "$MAX_FD" = "max" ] ; then
            MAX_FD="$MAX_FD_LIMIT"
        fi
        ulimit -n $MAX_FD
        if [ $? -ne 0 ] ; then
            warn "Could not set maximum file descriptor limit: $MAX_FD"
        fi
    else
        warn "Could not query maximum file descriptor limit: $MAX_FD_LIMIT"
    fi
fi

# For Darwin, add options to specify how the application appears in the dock
if $darwin; then
    GRADLE_OPTS="$GRADLE_OPTS \"-Xdock:name=$APP_NAME\" \"-Xdock:icon=$APP_HOME/media/gradle.icns\""
fi

# For Cygwin, switch paths to Windows format before running java
if $cygwin ; then
    APP_HOME=`cygpath --path --mixed "$APP_HOME"`
    CLASSPATH=`cygpath --path --mixed "$CLASSPATH"`
    JAVACMD=`cygpath --unix "$JAVACMD"`

    # We build the pattern for arguments to be converted via cygpath
    ROOTDIRSRAW=`find -L / -maxdepth 1 -mindepth 1 -type d 2>/dev/null`
    SEP=""
    for dir in $ROOTDIRSRAW ; do
        ROOTDIRS="$ROOTDIRS$SEP$dir"
        SEP="|"
    done
    OURCYGPATTERN="(^($ROOTDIRS))"
    # Add a user-defined pattern to the cygpath arguments
    if [ "$GRADLE_CYGPATTERN" != "" ] ; then
        OURCYGPATTERN="$OURCYGPATTERN|($GRADLE_CYGPATTERN)"
    fi
    # Now convert the arguments - kludge to limit ourselves to /bin/sh
    i=0
    for arg in "$@" ; do
        CHECK=`echo "$arg"|egrep -c "$OURCYGPATTERN" -`
        CHECK2=`echo "$arg"|egrep -c "^-"`                                 ### Determine if an option

        if [ $CHECK -ne 0 ] && [ $CHECK2 -eq 0 ] ; then                    ### Added a condition
            eval `echo args$i`=`cygpath --path --ignore --mixed "$arg"`
        else
            eval `echo args$i`="\"$arg\""
        fi
        i=$((i+1))
    done
    case $i in
        (0) set -- ;;
        (1) set -- "$args0" ;;
        (2) set -- "$args0" "$args1" ;;
        (3) set -- "$args0" "$args1" "$args2" ;;
        (4) set -- "$args0" "$args1" "$args2" "$args3" ;;
        (5) set -- "$args0" "$args1" "$args2" "$args3" "$args4" ;;
        (6) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" ;;
        (7) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" ;;
        (8) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" ;;
        (9) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" "$args8" ;;
    esac
fi

# Escape application args
save () {
    for i do printf %s\\n "$i" | sed "s/'/'\\\\''/g;1s/^/'/;\$s/\$/' \\\\/" ; done
    echo " "
}
APP_ARGS=$(save "$@")

# Collect all arguments for the java command, following the shell quoting and substitution rules
eval set -- $DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS "\"-Dorg.gradle.appname=$APP_BASE_NAME\"" -classpath "\"$CLASSPATH\"" org.gradle.wrapper.GradleWrapperMain "$APP_ARGS"

# by default we should be in the correct project dir, but when run from Finder on Mac, the cwd is wrong
if [ "$(uname)" = "Darwin" ] && [ "$HOME" = "$PWD" ]; then
  cd "$(dirname "$0")"
fi

exec "$JAVACMD" "$@"


================================================
FILE: object-detection/final/gradlew.bat
================================================
@if "%DEBUG%" == "" @echo off
@rem ##########################################################################
@rem
@rem  Gradle startup script for Windows
@rem
@rem ##########################################################################

@rem Set local scope for the variables with windows NT shell
if "%OS%"=="Windows_NT" setlocal

set DIRNAME=%~dp0
if "%DIRNAME%" == "" set DIRNAME=.
set APP_BASE_NAME=%~n0
set APP_HOME=%DIRNAME%

@rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
set DEFAULT_JVM_OPTS=

@rem Find java.exe
if defined JAVA_HOME goto findJavaFromJavaHome

set JAVA_EXE=java.exe
%JAVA_EXE% -version >NUL 2>&1
if "%ERRORLEVEL%" == "0" goto init

echo.
echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
echo.
echo Please set the JAVA_HOME variable in your environment to match the
echo location of your Java installation.

goto fail

:findJavaFromJavaHome
set JAVA_HOME=%JAVA_HOME:"=%
set JAVA_EXE=%JAVA_HOME%/bin/java.exe

if exist "%JAVA_EXE%" goto init

echo.
echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME%
echo.
echo Please set the JAVA_HOME variable in your environment to match the
echo location of your Java installation.

goto fail

:init
@rem Get command-line arguments, handling Windows variants

if not "%OS%" == "Windows_NT" goto win9xME_args

:win9xME_args
@rem Slurp the command line arguments.
set CMD_LINE_ARGS=
set _SKIP=2

:win9xME_args_slurp
if "x%~1" == "x" goto execute

set CMD_LINE_ARGS=%*

:execute
@rem Setup the command line

set CLASSPATH=%APP_HOME%\gradle\wrapper\gradle-wrapper.jar

@rem Execute Gradle
"%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -classpath "%CLASSPATH%" org.gradle.wrapper.GradleWrapperMain %CMD_LINE_ARGS%

:end
@rem End local scope for the variables with windows NT shell
if "%ERRORLEVEL%"=="0" goto mainEnd

:fail
rem Set variable GRADLE_EXIT_CONSOLE if you need the _script_ return code instead of
rem the _cmd.exe /c_ return code!
if  not "" == "%GRADLE_EXIT_CONSOLE%" exit 1
exit /b 1

:mainEnd
if "%OS%"=="Windows_NT" endlocal

:omega


================================================
FILE: object-detection/final/settings.gradle
================================================
include ':app'
rootProject.name = "MLKit Object Detection Codelab"

================================================
FILE: object-detection/starter/.gitignore
================================================
*.iml
.gradle
/local.properties
/.idea/caches
/.idea/libraries
/.idea/modules.xml
/.idea/workspace.xml
/.idea/navEditor.xml
/.idea/assetWizardSettings.xml
.DS_Store
/build
/captures
.externalNativeBuild
.cxx
local.properties
.idea

================================================
FILE: object-detection/starter/app/build.gradle
================================================
plugins {
    id 'com.android.application'
    id 'kotlin-android'
}

android {
    compileSdkVersion 30
    buildToolsVersion "30.0.3"

    defaultConfig {
        applicationId "com.google.mlkit.codelab.objectdetection"
        minSdkVersion 23
        targetSdkVersion 30
        versionCode 1
        versionName "1.0"

        testInstrumentationRunner "androidx.test.runner.AndroidJUnitRunner"
    }

    buildTypes {
        release {
            minifyEnabled false
            proguardFiles getDefaultProguardFile('proguard-android-optimize.txt'), 'proguard-rules.pro'
        }
    }
    compileOptions {
        sourceCompatibility JavaVersion.VERSION_1_8
        targetCompatibility JavaVersion.VERSION_1_8
    }
    kotlinOptions {
        jvmTarget = '1.8'
    }
}

dependencies {

    implementation "org.jetbrains.kotlin:kotlin-stdlib:$kotlin_version"
    implementation 'androidx.core:core-ktx:1.3.2'
    implementation 'androidx.appcompat:appcompat:1.2.0'
    implementation 'com.google.android.material:material:1.3.0'
    implementation 'androidx.constraintlayout:constraintlayout:2.0.4'
    implementation 'androidx.exifinterface:exifinterface:1.0.0'
    testImplementation 'junit:junit:4.+'
    androidTestImplementation 'androidx.test.ext:junit:1.1.2'
    androidTestImplementation 'androidx.test.espresso:espresso-core:3.3.0'

    // MLKit

}

================================================
FILE: object-detection/starter/app/proguard-rules.pro
================================================
# 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

================================================
FILE: object-detection/starter/app/src/main/AndroidManifest.xml
================================================
<?xml version="1.0" encoding="utf-8"?>
<manifest xmlns:android="http://schemas.android.com/apk/res/android"
    package="com.google.mlkit.codelab.objectdetection">

    <uses-permission android:name="android.permission.INTERNET" />

    <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/Theme.ObjectDetection">
        <activity android:name=".MainActivity">
            <intent-filter>
                <action android:name="android.intent.action.MAIN" />

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

        <provider
            android:name="androidx.core.content.FileProvider"
            android:authorities="com.google.mlkit.codelab.obje
Download .txt
gitextract_6feot24i/

├── .github/
│   └── workflows/
│       ├── build-object-detection-final-app.yml
│       ├── build-object-detection-starter-app.yml
│       ├── build-translate-starter-app.yml
│       ├── build-vision-final-app.yml
│       └── build-vision-starter-app.yml
├── .gitignore
├── CONTRIBUTING.md
├── LICENSE
├── README.md
├── custom-model/
│   ├── final/
│   │   ├── .gitignore
│   │   ├── app/
│   │   │   ├── .gitignore
│   │   │   ├── build.gradle
│   │   │   ├── proguard-rules.pro
│   │   │   └── src/
│   │   │       └── main/
│   │   │           ├── AndroidManifest.xml
│   │   │           ├── assets/
│   │   │           │   └── labels.txt
│   │   │           ├── java/
│   │   │           │   └── com/
│   │   │           │       └── google/
│   │   │           │           └── firebase/
│   │   │           │               └── codelab/
│   │   │           │                   └── mlkit_custommodel/
│   │   │           │                       ├── GraphicOverlay.java
│   │   │           │                       ├── LabelGraphic.java
│   │   │           │                       └── MainActivity.kt
│   │   │           └── res/
│   │   │               ├── drawable/
│   │   │               │   └── ic_launcher_background.xml
│   │   │               ├── drawable-v24/
│   │   │               │   └── ic_launcher_foreground.xml
│   │   │               ├── layout/
│   │   │               │   └── activity_main.xml
│   │   │               ├── mipmap-anydpi-v26/
│   │   │               │   ├── ic_launcher.xml
│   │   │               │   └── ic_launcher_round.xml
│   │   │               └── values/
│   │   │                   ├── colors.xml
│   │   │                   ├── strings.xml
│   │   │                   └── styles.xml
│   │   ├── build.gradle
│   │   ├── gradle/
│   │   │   └── wrapper/
│   │   │       ├── gradle-wrapper.jar
│   │   │       └── gradle-wrapper.properties
│   │   ├── gradle.properties
│   │   ├── gradlew
│   │   ├── gradlew.bat
│   │   └── settings.gradle
│   └── starter/
│       ├── .gitignore
│       ├── app/
│       │   ├── .gitignore
│       │   ├── build.gradle
│       │   ├── proguard-rules.pro
│       │   └── src/
│       │       └── main/
│       │           ├── AndroidManifest.xml
│       │           ├── assets/
│       │           │   └── labels.txt
│       │           ├── java/
│       │           │   └── com/
│       │           │       └── google/
│       │           │           └── firebase/
│       │           │               └── codelab/
│       │           │                   └── mlkit_custommodel/
│       │           │                       ├── GraphicOverlay.java
│       │           │                       ├── LabelGraphic.java
│       │           │                       └── MainActivity.kt
│       │           └── res/
│       │               ├── drawable/
│       │               │   └── ic_launcher_background.xml
│       │               ├── drawable-v24/
│       │               │   └── ic_launcher_foreground.xml
│       │               ├── layout/
│       │               │   └── activity_main.xml
│       │               ├── mipmap-anydpi-v26/
│       │               │   ├── ic_launcher.xml
│       │               │   └── ic_launcher_round.xml
│       │               └── values/
│       │                   ├── colors.xml
│       │                   ├── strings.xml
│       │                   └── styles.xml
│       ├── build.gradle
│       ├── gradle/
│       │   └── wrapper/
│       │       ├── gradle-wrapper.jar
│       │       └── gradle-wrapper.properties
│       ├── gradle.properties
│       ├── gradlew
│       ├── gradlew.bat
│       └── settings.gradle
├── object-detection/
│   ├── .gitignore
│   ├── final/
│   │   ├── .gitignore
│   │   ├── app/
│   │   │   ├── build.gradle
│   │   │   ├── proguard-rules.pro
│   │   │   └── src/
│   │   │       └── main/
│   │   │           ├── AndroidManifest.xml
│   │   │           ├── java/
│   │   │           │   └── com/
│   │   │           │       └── google/
│   │   │           │           └── mlkit/
│   │   │           │               └── codelab/
│   │   │           │                   └── objectdetection/
│   │   │           │                       └── MainActivity.kt
│   │   │           └── res/
│   │   │               ├── drawable/
│   │   │               │   ├── ic_camera.xml
│   │   │               │   └── ic_launcher_background.xml
│   │   │               ├── drawable-v24/
│   │   │               │   └── ic_launcher_foreground.xml
│   │   │               ├── layout/
│   │   │               │   └── activity_main.xml
│   │   │               ├── mipmap-anydpi-v26/
│   │   │               │   ├── ic_launcher.xml
│   │   │               │   └── ic_launcher_round.xml
│   │   │               ├── values/
│   │   │               │   ├── colors.xml
│   │   │               │   ├── strings.xml
│   │   │               │   └── themes.xml
│   │   │               ├── values-night/
│   │   │               │   └── themes.xml
│   │   │               └── xml/
│   │   │                   └── file_paths.xml
│   │   ├── build.gradle
│   │   ├── gradle/
│   │   │   └── wrapper/
│   │   │       ├── gradle-wrapper.jar
│   │   │       └── gradle-wrapper.properties
│   │   ├── gradle.properties
│   │   ├── gradlew
│   │   ├── gradlew.bat
│   │   └── settings.gradle
│   └── starter/
│       ├── .gitignore
│       ├── app/
│       │   ├── build.gradle
│       │   ├── proguard-rules.pro
│       │   └── src/
│       │       └── main/
│       │           ├── AndroidManifest.xml
│       │           ├── java/
│       │           │   └── com/
│       │           │       └── google/
│       │           │           └── mlkit/
│       │           │               └── codelab/
│       │           │                   └── objectdetection/
│       │           │                       └── MainActivity.kt
│       │           └── res/
│       │               ├── drawable/
│       │               │   ├── ic_camera.xml
│       │               │   └── ic_launcher_background.xml
│       │               ├── drawable-v24/
│       │               │   └── ic_launcher_foreground.xml
│       │               ├── layout/
│       │               │   └── activity_main.xml
│       │               ├── mipmap-anydpi-v26/
│       │               │   ├── ic_launcher.xml
│       │               │   └── ic_launcher_round.xml
│       │               ├── values/
│       │               │   ├── colors.xml
│       │               │   ├── strings.xml
│       │               │   └── themes.xml
│       │               ├── values-night/
│       │               │   └── themes.xml
│       │               └── xml/
│       │                   └── file_paths.xml
│       ├── build.gradle
│       ├── gradle/
│       │   └── wrapper/
│       │       ├── gradle-wrapper.jar
│       │       └── gradle-wrapper.properties
│       ├── gradle.properties
│       ├── gradlew
│       ├── gradlew.bat
│       └── settings.gradle
├── translate/
│   ├── README.md
│   └── starter/
│       ├── app/
│       │   ├── build.gradle
│       │   ├── proguard-rules.pro
│       │   └── src/
│       │       └── main/
│       │           ├── AndroidManifest.xml
│       │           ├── java/
│       │           │   └── com/
│       │           │       └── google/
│       │           │           └── mlkit/
│       │           │               └── codelab/
│       │           │                   └── translate/
│       │           │                       ├── MainActivity.kt
│       │           │                       ├── analyzer/
│       │           │                       │   └── TextAnalyzer.kt
│       │           │                       ├── main/
│       │           │                       │   ├── MainFragment.kt
│       │           │                       │   └── MainViewModel.kt
│       │           │                       └── util/
│       │           │                           ├── ImageUtils.kt
│       │           │                           ├── Language.kt
│       │           │                           ├── ResultOrError.kt
│       │           │                           ├── ScopedExecutor.kt
│       │           │                           └── SmoothedMutableLiveData.kt
│       │           └── res/
│       │               ├── drawable/
│       │               │   └── ic_launcher_background.xml
│       │               ├── drawable-v24/
│       │               │   └── ic_launcher_foreground.xml
│       │               ├── layout/
│       │               │   ├── main_activity.xml
│       │               │   └── main_fragment.xml
│       │               ├── mipmap-anydpi-v26/
│       │               │   ├── ic_launcher.xml
│       │               │   └── ic_launcher_round.xml
│       │               └── values/
│       │                   ├── colors.xml
│       │                   ├── strings.xml
│       │                   └── styles.xml
│       ├── build.gradle
│       ├── gradle/
│       │   └── wrapper/
│       │       ├── gradle-wrapper.jar
│       │       └── gradle-wrapper.properties
│       ├── gradle.properties
│       ├── gradlew
│       ├── gradlew.bat
│       └── settings.gradle
└── vision/
    ├── final/
    │   ├── app/
    │   │   ├── build.gradle
    │   │   ├── proguard-rules.pro
    │   │   └── src/
    │   │       └── main/
    │   │           ├── AndroidManifest.xml
    │   │           ├── java/
    │   │           │   └── com/
    │   │           │       └── google/
    │   │           │           └── codelab/
    │   │           │               └── mlkit/
    │   │           │                   ├── FaceContourGraphic.java
    │   │           │                   ├── GraphicOverlay.java
    │   │           │                   ├── LabelGraphic.java
    │   │           │                   ├── MainActivity.java
    │   │           │                   └── TextGraphic.java
    │   │           └── res/
    │   │               ├── drawable/
    │   │               │   └── ic_launcher_background.xml
    │   │               ├── drawable-v24/
    │   │               │   └── ic_launcher_foreground.xml
    │   │               ├── layout/
    │   │               │   └── activity_main.xml
    │   │               ├── mipmap-anydpi-v26/
    │   │               │   ├── ic_launcher.xml
    │   │               │   └── ic_launcher_round.xml
    │   │               └── values/
    │   │                   ├── colors.xml
    │   │                   ├── strings.xml
    │   │                   └── styles.xml
    │   ├── build.gradle
    │   ├── gradle/
    │   │   └── wrapper/
    │   │       ├── gradle-wrapper.jar
    │   │       └── gradle-wrapper.properties
    │   ├── gradle.properties
    │   ├── gradlew
    │   ├── gradlew.bat
    │   └── settings.gradle
    └── starter/
        ├── app/
        │   ├── .gitignore
        │   ├── build.gradle
        │   ├── proguard-rules.pro
        │   └── src/
        │       └── main/
        │           ├── AndroidManifest.xml
        │           ├── java/
        │           │   └── com/
        │           │       └── google/
        │           │           └── codelab/
        │           │               └── mlkit/
        │           │                   ├── FaceContourGraphic.java
        │           │                   ├── GraphicOverlay.java
        │           │                   ├── LabelGraphic.java
        │           │                   ├── MainActivity.java
        │           │                   └── TextGraphic.java
        │           └── res/
        │               ├── drawable/
        │               │   └── ic_launcher_background.xml
        │               ├── drawable-v24/
        │               │   └── ic_launcher_foreground.xml
        │               ├── layout/
        │               │   └── activity_main.xml
        │               ├── mipmap-anydpi-v26/
        │               │   ├── ic_launcher.xml
        │               │   └── ic_launcher_round.xml
        │               └── values/
        │                   ├── colors.xml
        │                   ├── strings.xml
        │                   └── styles.xml
        ├── build.gradle
        ├── gradle/
        │   └── wrapper/
        │       ├── gradle-wrapper.jar
        │       └── gradle-wrapper.properties
        ├── gradle.properties
        ├── gradlew
        ├── gradlew.bat
        └── settings.gradle
Download .txt
SYMBOL INDEX (120 symbols across 14 files)

FILE: custom-model/final/app/src/main/java/com/google/firebase/codelab/mlkit_custommodel/GraphicOverlay.java
  class GraphicOverlay (line 45) | public class GraphicOverlay extends View {
    class Graphic (line 59) | public abstract static class Graphic {
      method Graphic (line 62) | public Graphic(GraphicOverlay overlay) {
      method draw (line 79) | public abstract void draw(Canvas canvas);
      method scaleX (line 84) | public float scaleX(float horizontal) {
      method scaleY (line 91) | public float scaleY(float vertical) {
      method getApplicationContext (line 98) | public Context getApplicationContext() {
      method translateX (line 105) | public float translateX(float x) {
      method translateY (line 116) | public float translateY(float y) {
      method postInvalidate (line 120) | public void postInvalidate() {
    method GraphicOverlay (line 125) | public GraphicOverlay(Context context, AttributeSet attrs) {
    method clear (line 132) | public void clear() {
    method add (line 142) | public void add(Graphic graphic) {
    method remove (line 152) | public void remove(Graphic graphic) {
    method setCameraInfo (line 163) | public void setCameraInfo(int previewWidth, int previewHeight, int fac...
    method onDraw (line 175) | @Override

FILE: custom-model/final/app/src/main/java/com/google/firebase/codelab/mlkit_custommodel/LabelGraphic.java
  class LabelGraphic (line 24) | public class LabelGraphic extends GraphicOverlay.Graphic {
    method LabelGraphic (line 31) | LabelGraphic(GraphicOverlay overlay, List<String> labels) {
    method draw (line 40) | @Override

FILE: custom-model/starter/app/src/main/java/com/google/firebase/codelab/mlkit_custommodel/GraphicOverlay.java
  class GraphicOverlay (line 45) | public class GraphicOverlay extends View {
    class Graphic (line 59) | public abstract static class Graphic {
      method Graphic (line 62) | public Graphic(GraphicOverlay overlay) {
      method draw (line 79) | public abstract void draw(Canvas canvas);
      method scaleX (line 84) | public float scaleX(float horizontal) {
      method scaleY (line 91) | public float scaleY(float vertical) {
      method getApplicationContext (line 98) | public Context getApplicationContext() {
      method translateX (line 105) | public float translateX(float x) {
      method translateY (line 116) | public float translateY(float y) {
      method postInvalidate (line 120) | public void postInvalidate() {
    method GraphicOverlay (line 125) | public GraphicOverlay(Context context, AttributeSet attrs) {
    method clear (line 132) | public void clear() {
    method add (line 142) | public void add(Graphic graphic) {
    method remove (line 152) | public void remove(Graphic graphic) {
    method setCameraInfo (line 163) | public void setCameraInfo(int previewWidth, int previewHeight, int fac...
    method onDraw (line 175) | @Override

FILE: custom-model/starter/app/src/main/java/com/google/firebase/codelab/mlkit_custommodel/LabelGraphic.java
  class LabelGraphic (line 24) | public class LabelGraphic extends GraphicOverlay.Graphic {
    method LabelGraphic (line 31) | LabelGraphic(GraphicOverlay overlay, List<String> labels) {
    method draw (line 40) | @Override

FILE: vision/final/app/src/main/java/com/google/codelab/mlkit/FaceContourGraphic.java
  class FaceContourGraphic (line 15) | public class FaceContourGraphic extends GraphicOverlay.Graphic {
    method FaceContourGraphic (line 34) | public FaceContourGraphic(GraphicOverlay overlay) {
    method updateFace (line 57) | public void updateFace(Face face) {
    method draw (line 63) | @Override

FILE: vision/final/app/src/main/java/com/google/codelab/mlkit/GraphicOverlay.java
  class GraphicOverlay (line 44) | public class GraphicOverlay extends View {
    class Graphic (line 58) | public abstract static class Graphic {
      method Graphic (line 61) | public Graphic(GraphicOverlay overlay) {
      method draw (line 78) | public abstract void draw(Canvas canvas);
      method scaleX (line 83) | public float scaleX(float horizontal) {
      method scaleY (line 90) | public float scaleY(float vertical) {
      method getApplicationContext (line 97) | public Context getApplicationContext() {
      method translateX (line 104) | public float translateX(float x) {
      method translateY (line 115) | public float translateY(float y) {
      method postInvalidate (line 119) | public void postInvalidate() {
    method GraphicOverlay (line 124) | public GraphicOverlay(Context context, AttributeSet attrs) {
    method clear (line 131) | public void clear() {
    method add (line 141) | public void add(Graphic graphic) {
    method remove (line 151) | public void remove(Graphic graphic) {
    method setCameraInfo (line 162) | public void setCameraInfo(int previewWidth, int previewHeight, int fac...
    method onDraw (line 174) | @Override

FILE: vision/final/app/src/main/java/com/google/codelab/mlkit/LabelGraphic.java
  class LabelGraphic (line 28) | public class LabelGraphic extends GraphicOverlay.Graphic {
    method LabelGraphic (line 36) | LabelGraphic(GraphicOverlay overlay, List<String> labels) {
    method draw (line 48) | @Override
    method drawTextWithBackground (line 59) | private void drawTextWithBackground(String text, float x, float y, Tex...

FILE: vision/final/app/src/main/java/com/google/codelab/mlkit/MainActivity.java
  class MainActivity (line 53) | public class MainActivity extends AppCompatActivity implements AdapterVi...
    method compare (line 79) | @Override
    method onCreate (line 87) | @Override
    method runTextRecognition (line 118) | private void runTextRecognition() {
    method processTextRecognitionResult (line 142) | private void processTextRecognitionResult(Text texts) {
    method runFaceContourDetection (line 162) | private void runFaceContourDetection() {
    method processFaceContourDetectionResult (line 193) | private void processFaceContourDetectionResult(List<Face> faces) {
    method showToast (line 208) | private void showToast(String message) {
    method getImageMaxWidth (line 216) | private Integer getImageMaxWidth() {
    method getImageMaxHeight (line 230) | private Integer getImageMaxHeight() {
    method getTargetedWidthHeight (line 244) | private Pair<Integer, Integer> getTargetedWidthHeight() {
    method onItemSelected (line 254) | public void onItemSelected(AdapterView<?> parent, View v, int position...
    method onNothingSelected (line 290) | @Override
    method getBitmapFromAsset (line 295) | public static Bitmap getBitmapFromAsset(Context context, String filePa...

FILE: vision/final/app/src/main/java/com/google/codelab/mlkit/TextGraphic.java
  class TextGraphic (line 30) | public class TextGraphic extends Graphic {
    method TextGraphic (line 41) | TextGraphic(GraphicOverlay overlay, Text.Element element) {
    method draw (line 61) | @Override

FILE: vision/starter/app/src/main/java/com/google/codelab/mlkit/FaceContourGraphic.java
  class FaceContourGraphic (line 16) | public class FaceContourGraphic extends GraphicOverlay.Graphic {
    method FaceContourGraphic (line 35) | public FaceContourGraphic(GraphicOverlay overlay) {
    method updateFace (line 58) | public void updateFace(Face face) {
    method draw (line 64) | @Override

FILE: vision/starter/app/src/main/java/com/google/codelab/mlkit/GraphicOverlay.java
  class GraphicOverlay (line 44) | public class GraphicOverlay extends View {
    class Graphic (line 58) | public abstract static class Graphic {
      method Graphic (line 61) | public Graphic(GraphicOverlay overlay) {
      method draw (line 78) | public abstract void draw(Canvas canvas);
      method scaleX (line 83) | public float scaleX(float horizontal) {
      method scaleY (line 90) | public float scaleY(float vertical) {
      method getApplicationContext (line 97) | public Context getApplicationContext() {
      method translateX (line 104) | public float translateX(float x) {
      method translateY (line 115) | public float translateY(float y) {
      method postInvalidate (line 119) | public void postInvalidate() {
    method GraphicOverlay (line 124) | public GraphicOverlay(Context context, AttributeSet attrs) {
    method clear (line 131) | public void clear() {
    method add (line 141) | public void add(Graphic graphic) {
    method remove (line 151) | public void remove(Graphic graphic) {
    method setCameraInfo (line 162) | public void setCameraInfo(int previewWidth, int previewHeight, int fac...
    method onDraw (line 174) | @Override

FILE: vision/starter/app/src/main/java/com/google/codelab/mlkit/LabelGraphic.java
  class LabelGraphic (line 28) | public class LabelGraphic extends GraphicOverlay.Graphic {
    method LabelGraphic (line 36) | LabelGraphic(GraphicOverlay overlay, List<String> labels) {
    method draw (line 48) | @Override
    method drawTextWithBackground (line 59) | private void drawTextWithBackground(String text, float x, float y, Tex...

FILE: vision/starter/app/src/main/java/com/google/codelab/mlkit/MainActivity.java
  class MainActivity (line 44) | public class MainActivity extends AppCompatActivity implements AdapterVi...
    method compare (line 72) | @Override
    method onCreate (line 81) | @Override
    method runTextRecognition (line 112) | private void runTextRecognition() {
    method processTextRecognitionResult (line 116) | private void processTextRecognitionResult(Text texts) {
    method runFaceContourDetection (line 120) | private void runFaceContourDetection() {
    method processFaceContourDetectionResult (line 124) | private void processFaceContourDetectionResult(List<Face> faces) {
    method showToast (line 128) | private void showToast(String message) {
    method getImageMaxWidth (line 136) | private Integer getImageMaxWidth() {
    method getImageMaxHeight (line 150) | private Integer getImageMaxHeight() {
    method getTargetedWidthHeight (line 164) | private Pair<Integer, Integer> getTargetedWidthHeight() {
    method onItemSelected (line 174) | public void onItemSelected(AdapterView<?> parent, View v, int position...
    method onNothingSelected (line 210) | @Override
    method getBitmapFromAsset (line 215) | public static Bitmap getBitmapFromAsset(Context context, String filePa...

FILE: vision/starter/app/src/main/java/com/google/codelab/mlkit/TextGraphic.java
  class TextGraphic (line 30) | public class TextGraphic extends Graphic {
    method TextGraphic (line 41) | TextGraphic(GraphicOverlay overlay, Text.Element element) {
    method draw (line 61) | @Override
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// ... and 7 more files (download for full content)

About this extraction

This page contains the full source code of the googlecodelabs/mlkit-android GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 180 files (387.6 KB), approximately 106.0k tokens, and a symbol index with 120 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.

Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.

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