├── .gitignore
├── .gradle
├── 7.0.2
│ ├── dependencies-accessors
│ │ ├── dependencies-accessors.lock
│ │ └── gc.properties
│ ├── executionHistory
│ │ ├── executionHistory.bin
│ │ └── executionHistory.lock
│ ├── fileChanges
│ │ └── last-build.bin
│ ├── fileHashes
│ │ ├── fileHashes.bin
│ │ ├── fileHashes.lock
│ │ └── resourceHashesCache.bin
│ ├── gc.properties
│ └── javaCompile
│ │ ├── classAnalysis.bin
│ │ ├── jarAnalysis.bin
│ │ ├── javaCompile.lock
│ │ └── taskHistory.bin
├── buildOutputCleanup
│ ├── buildOutputCleanup.lock
│ ├── cache.properties
│ └── outputFiles.bin
├── checksums
│ ├── checksums.lock
│ └── sha1-checksums.bin
└── vcs-1
│ └── gc.properties
├── .idea
├── .gitignore
├── .name
├── compiler.xml
├── gradle.xml
├── libraries
│ ├── Gradle__androidx_activity_activity_1_2_4_aar.xml
│ ├── Gradle__androidx_annotation_annotation_1_2_0.xml
│ ├── Gradle__androidx_annotation_annotation_experimental_1_0_0_aar.xml
│ ├── Gradle__androidx_appcompat_appcompat_1_3_1_aar.xml
│ ├── Gradle__androidx_appcompat_appcompat_resources_1_3_1_aar.xml
│ ├── Gradle__androidx_arch_core_core_common_2_1_0.xml
│ ├── Gradle__androidx_arch_core_core_runtime_2_0_0_aar.xml
│ ├── Gradle__androidx_arch_core_core_runtime_2_1_0_aar.xml
│ ├── Gradle__androidx_cardview_cardview_1_0_0_aar.xml
│ ├── Gradle__androidx_collection_collection_1_1_0.xml
│ ├── Gradle__androidx_constraintlayout_constraintlayout_2_1_1_aar.xml
│ ├── Gradle__androidx_coordinatorlayout_coordinatorlayout_1_1_0_aar.xml
│ ├── Gradle__androidx_core_core_1_5_0_aar.xml
│ ├── Gradle__androidx_cursoradapter_cursoradapter_1_0_0_aar.xml
│ ├── Gradle__androidx_customview_customview_1_0_0_aar.xml
│ ├── Gradle__androidx_documentfile_documentfile_1_0_0_aar.xml
│ ├── Gradle__androidx_drawerlayout_drawerlayout_1_0_0_aar.xml
│ ├── Gradle__androidx_dynamicanimation_dynamicanimation_1_0_0_aar.xml
│ ├── Gradle__androidx_fragment_fragment_1_3_6_aar.xml
│ ├── Gradle__androidx_interpolator_interpolator_1_0_0_aar.xml
│ ├── Gradle__androidx_legacy_legacy_support_core_utils_1_0_0_aar.xml
│ ├── Gradle__androidx_lifecycle_lifecycle_common_2_3_1.xml
│ ├── Gradle__androidx_lifecycle_lifecycle_livedata_2_0_0_aar.xml
│ ├── Gradle__androidx_lifecycle_lifecycle_livedata_core_2_3_1_aar.xml
│ ├── Gradle__androidx_lifecycle_lifecycle_runtime_2_3_1_aar.xml
│ ├── Gradle__androidx_lifecycle_lifecycle_viewmodel_2_3_1_aar.xml
│ ├── Gradle__androidx_lifecycle_lifecycle_viewmodel_savedstate_2_3_1_aar.xml
│ ├── Gradle__androidx_loader_loader_1_0_0_aar.xml
│ ├── Gradle__androidx_localbroadcastmanager_localbroadcastmanager_1_0_0_aar.xml
│ ├── Gradle__androidx_print_print_1_0_0_aar.xml
│ ├── Gradle__androidx_recyclerview_recyclerview_1_1_0_aar.xml
│ ├── Gradle__androidx_savedstate_savedstate_1_1_0_aar.xml
│ ├── Gradle__androidx_test_core_1_4_0_aar.xml
│ ├── Gradle__androidx_test_espresso_espresso_core_3_4_0_aar.xml
│ ├── Gradle__androidx_test_espresso_espresso_idling_resource_3_4_0_aar.xml
│ ├── Gradle__androidx_test_ext_junit_1_1_3_aar.xml
│ ├── Gradle__androidx_test_monitor_1_4_0_aar.xml
│ ├── Gradle__androidx_test_runner_1_4_0_aar.xml
│ ├── Gradle__androidx_test_services_storage_1_4_0_aar.xml
│ ├── Gradle__androidx_transition_transition_1_2_0_aar.xml
│ ├── Gradle__androidx_vectordrawable_vectordrawable_1_1_0_aar.xml
│ ├── Gradle__androidx_vectordrawable_vectordrawable_animated_1_1_0_aar.xml
│ ├── Gradle__androidx_versionedparcelable_versionedparcelable_1_1_1_aar.xml
│ ├── Gradle__androidx_viewpager2_viewpager2_1_0_0_aar.xml
│ ├── Gradle__androidx_viewpager_viewpager_1_0_0_aar.xml
│ ├── Gradle__com_google_android_material_material_1_4_0_aar.xml
│ ├── Gradle__com_google_code_findbugs_jsr305_2_0_1.xml
│ ├── Gradle__com_google_flatbuffers_flatbuffers_java_1_12_0.xml
│ ├── Gradle__com_squareup_javawriter_2_1_1.xml
│ ├── Gradle__javax_inject_javax_inject_1.xml
│ ├── Gradle__junit_junit_4_12.xml
│ ├── Gradle__junit_junit_4_13_2.xml
│ ├── Gradle__org_checkerframework_checker_qual_2_5_8.xml
│ ├── Gradle__org_hamcrest_hamcrest_core_1_3.xml
│ ├── Gradle__org_hamcrest_hamcrest_integration_1_3.xml
│ ├── Gradle__org_hamcrest_hamcrest_library_1_3.xml
│ ├── Gradle__org_tensorflow_tensorflow_lite_2_4_0_aar.xml
│ ├── Gradle__org_tensorflow_tensorflow_lite_metadata_0_1_0.xml
│ └── Gradle__org_tensorflow_tensorflow_lite_support_0_1_0_aar.xml
├── misc.xml
├── modules.xml
└── modules
│ ├── ML_with_TensorFlowLite.iml
│ └── app
│ └── ML_with_TensorFlowLite.app.iml
├── LICENSE
├── README.md
├── app
├── .gitignore
├── build.gradle
├── proguard-rules.pro
└── src
│ ├── androidTest
│ └── java
│ │ └── app
│ │ └── ij
│ │ └── mlwithtensorflowlite
│ │ └── ExampleInstrumentedTest.java
│ ├── main
│ ├── AndroidManifest.xml
│ ├── java
│ │ └── app
│ │ │ └── ij
│ │ │ └── mlwithtensorflowlite
│ │ │ └── MainActivity.java
│ ├── ml
│ │ └── model.tflite
│ └── res
│ │ ├── drawable-v24
│ │ └── ic_launcher_foreground.xml
│ │ ├── drawable
│ │ └── ic_launcher_background.xml
│ │ ├── layout
│ │ └── activity_main.xml
│ │ ├── mipmap-anydpi-v26
│ │ ├── ic_launcher.xml
│ │ └── ic_launcher_round.xml
│ │ ├── mipmap-hdpi
│ │ ├── ic_launcher.webp
│ │ └── ic_launcher_round.webp
│ │ ├── mipmap-mdpi
│ │ ├── ic_launcher.webp
│ │ └── ic_launcher_round.webp
│ │ ├── mipmap-xhdpi
│ │ ├── ic_launcher.webp
│ │ └── ic_launcher_round.webp
│ │ ├── mipmap-xxhdpi
│ │ ├── ic_launcher.webp
│ │ └── ic_launcher_round.webp
│ │ ├── mipmap-xxxhdpi
│ │ ├── ic_launcher.webp
│ │ └── ic_launcher_round.webp
│ │ ├── values-night
│ │ └── themes.xml
│ │ └── values
│ │ ├── colors.xml
│ │ ├── strings.xml
│ │ └── themes.xml
│ └── test
│ └── java
│ └── app
│ └── ij
│ └── mlwithtensorflowlite
│ └── ExampleUnitTest.java
├── build.gradle
├── demo.gif
├── gradle.properties
├── gradle
└── wrapper
│ ├── gradle-wrapper.jar
│ └── gradle-wrapper.properties
├── gradlew
├── gradlew.bat
├── local.properties
├── settings.gradle
└── thumbnail.png
/.gitignore:
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2 | gradle.version=7.0.2
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2 | /shelf/
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/LICENSE:
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1 | MIT License
2 |
3 | Copyright (c) 2022 IJ Apps
4 |
5 | Permission is hereby granted, free of charge, to any person obtaining a copy
6 | of this software and associated documentation files (the "Software"), to deal
7 | in the Software without restriction, including without limitation the rights
8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
9 | copies of the Software, and to permit persons to whom the Software is
10 | furnished to do so, subject to the following conditions:
11 |
12 | The above copyright notice and this permission notice shall be included in all
13 | copies or substantial portions of the Software.
14 |
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21 | SOFTWARE.
22 |
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/README.md:
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1 | # Image Classification App with Custom TensorFlow Model
2 | Learn how to code your own neural network in Python, then deploy it in an Image Classification App using TensorFlow Lite.
3 |
4 | We'll code a Convolutional Neural Network (CNN) model with TensorFlow, then deploy it as a TensorFlow Lite model in our Android app.
5 |
6 | Check out the [tutorial](https://youtu.be/yV9nrRIC_R0).
7 |
8 | ## [Tutorial](https://youtu.be/yV9nrRIC_R0)
9 |
10 |
11 |
12 |
13 | [](https://youtu.be/yV9nrRIC_R0)
14 |
15 |
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/app/.gitignore:
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1 | /build
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/app/build.gradle:
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1 | plugins {
2 | id 'com.android.application'
3 | }
4 |
5 | android {
6 | compileSdk 30
7 |
8 | defaultConfig {
9 | applicationId "app.ij.mlwithtensorflowlite"
10 | minSdk 23
11 | targetSdk 30
12 | versionCode 1
13 | versionName "1.0"
14 |
15 | testInstrumentationRunner "androidx.test.runner.AndroidJUnitRunner"
16 | }
17 |
18 | buildTypes {
19 | release {
20 | minifyEnabled false
21 | proguardFiles getDefaultProguardFile('proguard-android-optimize.txt'), 'proguard-rules.pro'
22 | }
23 | }
24 | compileOptions {
25 | sourceCompatibility JavaVersion.VERSION_1_8
26 | targetCompatibility JavaVersion.VERSION_1_8
27 | }
28 | buildFeatures {
29 | mlModelBinding true
30 | }
31 | }
32 |
33 | dependencies {
34 | implementation 'androidx.appcompat:appcompat:1.3.1'
35 | implementation 'com.google.android.material:material:1.4.0'
36 | implementation 'androidx.constraintlayout:constraintlayout:2.1.1'
37 | implementation 'org.tensorflow:tensorflow-lite-support:0.1.0'
38 | implementation 'org.tensorflow:tensorflow-lite-metadata:0.1.0'
39 | testImplementation 'junit:junit:4.+'
40 | androidTestImplementation 'androidx.test.ext:junit:1.1.3'
41 | androidTestImplementation 'androidx.test.espresso:espresso-core:3.4.0'
42 | }
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/app/proguard-rules.pro:
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1 | # Add project specific ProGuard rules here.
2 | # You can control the set of applied configuration files using the
3 | # proguardFiles setting in build.gradle.
4 | #
5 | # For more details, see
6 | # http://developer.android.com/guide/developing/tools/proguard.html
7 |
8 | # If your project uses WebView with JS, uncomment the following
9 | # and specify the fully qualified class name to the JavaScript interface
10 | # class:
11 | #-keepclassmembers class fqcn.of.javascript.interface.for.webview {
12 | # public *;
13 | #}
14 |
15 | # Uncomment this to preserve the line number information for
16 | # debugging stack traces.
17 | #-keepattributes SourceFile,LineNumberTable
18 |
19 | # If you keep the line number information, uncomment this to
20 | # hide the original source file name.
21 | #-renamesourcefileattribute SourceFile
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/app/src/androidTest/java/app/ij/mlwithtensorflowlite/ExampleInstrumentedTest.java:
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1 | package app.ij.mlwithtensorflowlite;
2 |
3 | import android.content.Context;
4 |
5 | import androidx.test.platform.app.InstrumentationRegistry;
6 | import androidx.test.ext.junit.runners.AndroidJUnit4;
7 |
8 | import org.junit.Test;
9 | import org.junit.runner.RunWith;
10 |
11 | import static org.junit.Assert.*;
12 |
13 | /**
14 | * Instrumented test, which will execute on an Android device.
15 | *
16 | * @see Testing documentation
17 | */
18 | @RunWith(AndroidJUnit4.class)
19 | public class ExampleInstrumentedTest {
20 | @Test
21 | public void useAppContext() {
22 | // Context of the app under test.
23 | Context appContext = InstrumentationRegistry.getInstrumentation().getTargetContext();
24 | assertEquals("app.ij.mlwithtensorflowlite", appContext.getPackageName());
25 | }
26 | }
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/app/src/main/java/app/ij/mlwithtensorflowlite/MainActivity.java:
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1 | /*
2 | * Created by ishaanjav
3 | * github.com/ishaanjav
4 | */
5 |
6 | package app.ij.mlwithtensorflowlite;
7 |
8 | import androidx.annotation.Nullable;
9 | import androidx.appcompat.app.AppCompatActivity;
10 |
11 | import android.Manifest;
12 | import android.content.Intent;
13 | import android.content.pm.PackageManager;
14 | import android.graphics.Bitmap;
15 | import android.media.ThumbnailUtils;
16 | import android.net.Uri;
17 | import android.os.Bundle;
18 | import android.provider.MediaStore;
19 | import android.util.Log;
20 | import android.view.View;
21 | import android.widget.Button;
22 | import android.widget.ImageView;
23 | import android.widget.TextView;
24 |
25 |
26 | import org.tensorflow.lite.DataType;
27 | import org.tensorflow.lite.support.tensorbuffer.TensorBuffer;
28 |
29 | import java.io.IOException;
30 | import java.nio.ByteBuffer;
31 | import java.nio.ByteOrder;
32 |
33 | import app.ij.mlwithtensorflowlite.ml.Model;
34 |
35 |
36 | public class MainActivity extends AppCompatActivity {
37 |
38 | Button camera, gallery;
39 | ImageView imageView;
40 | TextView result;
41 | int imageSize = 32;
42 |
43 | @Override
44 | protected void onCreate(Bundle savedInstanceState) {
45 | super.onCreate(savedInstanceState);
46 | setContentView(R.layout.activity_main);
47 |
48 | camera = findViewById(R.id.button);
49 | gallery = findViewById(R.id.button2);
50 |
51 | result = findViewById(R.id.result);
52 | imageView = findViewById(R.id.imageView);
53 |
54 | camera.setOnClickListener(new View.OnClickListener() {
55 | @Override
56 | public void onClick(View view) {
57 | if (checkSelfPermission(Manifest.permission.CAMERA) == PackageManager.PERMISSION_GRANTED) {
58 | Intent cameraIntent = new Intent(MediaStore.ACTION_IMAGE_CAPTURE);
59 | startActivityForResult(cameraIntent, 3);
60 | } else {
61 | requestPermissions(new String[]{Manifest.permission.CAMERA}, 100);
62 | }
63 | }
64 | });
65 | gallery.setOnClickListener(new View.OnClickListener() {
66 | @Override
67 | public void onClick(View view) {
68 | Intent cameraIntent = new Intent(Intent.ACTION_PICK, MediaStore.Images.Media.EXTERNAL_CONTENT_URI);
69 | startActivityForResult(cameraIntent, 1);
70 | }
71 | });
72 | }
73 |
74 | public void classifyImage(Bitmap image){
75 | try {
76 | Model model = Model.newInstance(getApplicationContext());
77 |
78 | // Creates inputs for reference.
79 | TensorBuffer inputFeature0 = TensorBuffer.createFixedSize(new int[]{1, 32, 32, 3}, DataType.FLOAT32);
80 | ByteBuffer byteBuffer = ByteBuffer.allocateDirect(4 * imageSize * imageSize * 3);
81 | byteBuffer.order(ByteOrder.nativeOrder());
82 |
83 | int[] intValues = new int[imageSize * imageSize];
84 | image.getPixels(intValues, 0, image.getWidth(), 0, 0, image.getWidth(), image.getHeight());
85 | int pixel = 0;
86 | //iterate over each pixel and extract R, G, and B values. Add those values individually to the byte buffer.
87 | for(int i = 0; i < imageSize; i ++){
88 | for(int j = 0; j < imageSize; j++){
89 | int val = intValues[pixel++]; // RGB
90 | byteBuffer.putFloat(((val >> 16) & 0xFF) * (1.f / 1));
91 | byteBuffer.putFloat(((val >> 8) & 0xFF) * (1.f / 1));
92 | byteBuffer.putFloat((val & 0xFF) * (1.f / 1));
93 | }
94 | }
95 |
96 | inputFeature0.loadBuffer(byteBuffer);
97 |
98 | // Runs model inference and gets result.
99 | Model.Outputs outputs = model.process(inputFeature0);
100 | TensorBuffer outputFeature0 = outputs.getOutputFeature0AsTensorBuffer();
101 |
102 | float[] confidences = outputFeature0.getFloatArray();
103 | // find the index of the class with the biggest confidence.
104 | int maxPos = 0;
105 | float maxConfidence = 0;
106 | for (int i = 0; i < confidences.length; i++) {
107 | if (confidences[i] > maxConfidence) {
108 | maxConfidence = confidences[i];
109 | maxPos = i;
110 | }
111 | }
112 | String[] classes = {"Apple", "Banana", "Orange"};
113 | result.setText(classes[maxPos]);
114 |
115 | // Releases model resources if no longer used.
116 | model.close();
117 | } catch (IOException e) {
118 | // TODO Handle the exception
119 | }
120 | }
121 |
122 | @Override
123 | protected void onActivityResult(int requestCode, int resultCode, @Nullable Intent data) {
124 | if(resultCode == RESULT_OK){
125 | if(requestCode == 3){
126 | Bitmap image = (Bitmap) data.getExtras().get("data");
127 | int dimension = Math.min(image.getWidth(), image.getHeight());
128 | image = ThumbnailUtils.extractThumbnail(image, dimension, dimension);
129 | imageView.setImageBitmap(image);
130 |
131 | image = Bitmap.createScaledBitmap(image, imageSize, imageSize, false);
132 | classifyImage(image);
133 | }else{
134 | Uri dat = data.getData();
135 | Bitmap image = null;
136 | try {
137 | image = MediaStore.Images.Media.getBitmap(this.getContentResolver(), dat);
138 | } catch (IOException e) {
139 | e.printStackTrace();
140 | }
141 | imageView.setImageBitmap(image);
142 |
143 | image = Bitmap.createScaledBitmap(image, imageSize, imageSize, false);
144 | classifyImage(image);
145 | }
146 | }
147 | super.onActivityResult(requestCode, resultCode, data);
148 | }
149 | }
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4 | #FF9900
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6 | #FF03DAC5
7 | #FF018786
8 | #FF000000
9 | #FFFFFFFF
10 |
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/app/src/main/res/values/strings.xml:
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1 |
2 | ML with TensorFlowLite
3 |
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/app/src/main/res/values/themes.xml:
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1 |
2 |
3 |
16 |
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/app/src/test/java/app/ij/mlwithtensorflowlite/ExampleUnitTest.java:
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1 | package app.ij.mlwithtensorflowlite;
2 |
3 | import org.junit.Test;
4 |
5 | import static org.junit.Assert.*;
6 |
7 | /**
8 | * Example local unit test, which will execute on the development machine (host).
9 | *
10 | * @see Testing documentation
11 | */
12 | public class ExampleUnitTest {
13 | @Test
14 | public void addition_isCorrect() {
15 | assertEquals(4, 2 + 2);
16 | }
17 | }
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/build.gradle:
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1 | // Top-level build file where you can add configuration options common to all sub-projects/modules.
2 | buildscript {
3 | repositories {
4 | google()
5 | mavenCentral()
6 | }
7 | dependencies {
8 | classpath "com.android.tools.build:gradle:7.0.2"
9 |
10 | // NOTE: Do not place your application dependencies here; they belong
11 | // in the individual module build.gradle files
12 | }
13 | }
14 |
15 | task clean(type: Delete) {
16 | delete rootProject.buildDir
17 | }
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/demo.gif:
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https://raw.githubusercontent.com/IJ-Apps/Image-Classification-App-with-Custom-TensorFlow-Model/532269c7f5adc035c3ddea7fc83ec0a702e88d0d/demo.gif
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/gradle.properties:
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1 | # Project-wide Gradle settings.
2 | # IDE (e.g. Android Studio) users:
3 | # Gradle settings configured through the IDE *will override*
4 | # any settings specified in this file.
5 | # For more details on how to configure your build environment visit
6 | # http://www.gradle.org/docs/current/userguide/build_environment.html
7 | # Specifies the JVM arguments used for the daemon process.
8 | # The setting is particularly useful for tweaking memory settings.
9 | org.gradle.jvmargs=-Xmx2048m -Dfile.encoding=UTF-8
10 | # When configured, Gradle will run in incubating parallel mode.
11 | # This option should only be used with decoupled projects. More details, visit
12 | # http://www.gradle.org/docs/current/userguide/multi_project_builds.html#sec:decoupled_projects
13 | # org.gradle.parallel=true
14 | # AndroidX package structure to make it clearer which packages are bundled with the
15 | # Android operating system, and which are packaged with your app"s APK
16 | # https://developer.android.com/topic/libraries/support-library/androidx-rn
17 | android.useAndroidX=true
18 | # Automatically convert third-party libraries to use AndroidX
19 | android.enableJetifier=true
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/gradle/wrapper/gradle-wrapper.jar:
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https://raw.githubusercontent.com/IJ-Apps/Image-Classification-App-with-Custom-TensorFlow-Model/532269c7f5adc035c3ddea7fc83ec0a702e88d0d/gradle/wrapper/gradle-wrapper.jar
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/gradle/wrapper/gradle-wrapper.properties:
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1 | #Mon Nov 01 17:28:27 CDT 2021
2 | distributionBase=GRADLE_USER_HOME
3 | distributionUrl=https\://services.gradle.org/distributions/gradle-7.0.2-bin.zip
4 | distributionPath=wrapper/dists
5 | zipStorePath=wrapper/dists
6 | zipStoreBase=GRADLE_USER_HOME
7 |
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/gradlew:
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1 | #!/usr/bin/env sh
2 |
3 | #
4 | # Copyright 2015 the original author or authors.
5 | #
6 | # Licensed under the Apache License, Version 2.0 (the "License");
7 | # you may not use this file except in compliance with the License.
8 | # You may obtain a copy of the License at
9 | #
10 | # https://www.apache.org/licenses/LICENSE-2.0
11 | #
12 | # Unless required by applicable law or agreed to in writing, software
13 | # distributed under the License is distributed on an "AS IS" BASIS,
14 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
15 | # See the License for the specific language governing permissions and
16 | # limitations under the License.
17 | #
18 |
19 | ##############################################################################
20 | ##
21 | ## Gradle start up script for UN*X
22 | ##
23 | ##############################################################################
24 |
25 | # Attempt to set APP_HOME
26 | # Resolve links: $0 may be a link
27 | PRG="$0"
28 | # Need this for relative symlinks.
29 | while [ -h "$PRG" ] ; do
30 | ls=`ls -ld "$PRG"`
31 | link=`expr "$ls" : '.*-> \(.*\)$'`
32 | if expr "$link" : '/.*' > /dev/null; then
33 | PRG="$link"
34 | else
35 | PRG=`dirname "$PRG"`"/$link"
36 | fi
37 | done
38 | SAVED="`pwd`"
39 | cd "`dirname \"$PRG\"`/" >/dev/null
40 | APP_HOME="`pwd -P`"
41 | cd "$SAVED" >/dev/null
42 |
43 | APP_NAME="Gradle"
44 | APP_BASE_NAME=`basename "$0"`
45 |
46 | # Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
47 | DEFAULT_JVM_OPTS='"-Xmx64m" "-Xms64m"'
48 |
49 | # Use the maximum available, or set MAX_FD != -1 to use that value.
50 | MAX_FD="maximum"
51 |
52 | warn () {
53 | echo "$*"
54 | }
55 |
56 | die () {
57 | echo
58 | echo "$*"
59 | echo
60 | exit 1
61 | }
62 |
63 | # OS specific support (must be 'true' or 'false').
64 | cygwin=false
65 | msys=false
66 | darwin=false
67 | nonstop=false
68 | case "`uname`" in
69 | CYGWIN* )
70 | cygwin=true
71 | ;;
72 | Darwin* )
73 | darwin=true
74 | ;;
75 | MINGW* )
76 | msys=true
77 | ;;
78 | NONSTOP* )
79 | nonstop=true
80 | ;;
81 | esac
82 |
83 | CLASSPATH=$APP_HOME/gradle/wrapper/gradle-wrapper.jar
84 |
85 |
86 | # Determine the Java command to use to start the JVM.
87 | if [ -n "$JAVA_HOME" ] ; then
88 | if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
89 | # IBM's JDK on AIX uses strange locations for the executables
90 | JAVACMD="$JAVA_HOME/jre/sh/java"
91 | else
92 | JAVACMD="$JAVA_HOME/bin/java"
93 | fi
94 | if [ ! -x "$JAVACMD" ] ; then
95 | die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME
96 |
97 | Please set the JAVA_HOME variable in your environment to match the
98 | location of your Java installation."
99 | fi
100 | else
101 | JAVACMD="java"
102 | which java >/dev/null 2>&1 || die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
103 |
104 | Please set the JAVA_HOME variable in your environment to match the
105 | location of your Java installation."
106 | fi
107 |
108 | # Increase the maximum file descriptors if we can.
109 | if [ "$cygwin" = "false" -a "$darwin" = "false" -a "$nonstop" = "false" ] ; then
110 | MAX_FD_LIMIT=`ulimit -H -n`
111 | if [ $? -eq 0 ] ; then
112 | if [ "$MAX_FD" = "maximum" -o "$MAX_FD" = "max" ] ; then
113 | MAX_FD="$MAX_FD_LIMIT"
114 | fi
115 | ulimit -n $MAX_FD
116 | if [ $? -ne 0 ] ; then
117 | warn "Could not set maximum file descriptor limit: $MAX_FD"
118 | fi
119 | else
120 | warn "Could not query maximum file descriptor limit: $MAX_FD_LIMIT"
121 | fi
122 | fi
123 |
124 | # For Darwin, add options to specify how the application appears in the dock
125 | if $darwin; then
126 | GRADLE_OPTS="$GRADLE_OPTS \"-Xdock:name=$APP_NAME\" \"-Xdock:icon=$APP_HOME/media/gradle.icns\""
127 | fi
128 |
129 | # For Cygwin or MSYS, switch paths to Windows format before running java
130 | if [ "$cygwin" = "true" -o "$msys" = "true" ] ; then
131 | APP_HOME=`cygpath --path --mixed "$APP_HOME"`
132 | CLASSPATH=`cygpath --path --mixed "$CLASSPATH"`
133 |
134 | JAVACMD=`cygpath --unix "$JAVACMD"`
135 |
136 | # We build the pattern for arguments to be converted via cygpath
137 | ROOTDIRSRAW=`find -L / -maxdepth 1 -mindepth 1 -type d 2>/dev/null`
138 | SEP=""
139 | for dir in $ROOTDIRSRAW ; do
140 | ROOTDIRS="$ROOTDIRS$SEP$dir"
141 | SEP="|"
142 | done
143 | OURCYGPATTERN="(^($ROOTDIRS))"
144 | # Add a user-defined pattern to the cygpath arguments
145 | if [ "$GRADLE_CYGPATTERN" != "" ] ; then
146 | OURCYGPATTERN="$OURCYGPATTERN|($GRADLE_CYGPATTERN)"
147 | fi
148 | # Now convert the arguments - kludge to limit ourselves to /bin/sh
149 | i=0
150 | for arg in "$@" ; do
151 | CHECK=`echo "$arg"|egrep -c "$OURCYGPATTERN" -`
152 | CHECK2=`echo "$arg"|egrep -c "^-"` ### Determine if an option
153 |
154 | if [ $CHECK -ne 0 ] && [ $CHECK2 -eq 0 ] ; then ### Added a condition
155 | eval `echo args$i`=`cygpath --path --ignore --mixed "$arg"`
156 | else
157 | eval `echo args$i`="\"$arg\""
158 | fi
159 | i=`expr $i + 1`
160 | done
161 | case $i in
162 | 0) set -- ;;
163 | 1) set -- "$args0" ;;
164 | 2) set -- "$args0" "$args1" ;;
165 | 3) set -- "$args0" "$args1" "$args2" ;;
166 | 4) set -- "$args0" "$args1" "$args2" "$args3" ;;
167 | 5) set -- "$args0" "$args1" "$args2" "$args3" "$args4" ;;
168 | 6) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" ;;
169 | 7) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" ;;
170 | 8) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" ;;
171 | 9) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" "$args8" ;;
172 | esac
173 | fi
174 |
175 | # Escape application args
176 | save () {
177 | for i do printf %s\\n "$i" | sed "s/'/'\\\\''/g;1s/^/'/;\$s/\$/' \\\\/" ; done
178 | echo " "
179 | }
180 | APP_ARGS=`save "$@"`
181 |
182 | # Collect all arguments for the java command, following the shell quoting and substitution rules
183 | eval set -- $DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS "\"-Dorg.gradle.appname=$APP_BASE_NAME\"" -classpath "\"$CLASSPATH\"" org.gradle.wrapper.GradleWrapperMain "$APP_ARGS"
184 |
185 | exec "$JAVACMD" "$@"
186 |
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/gradlew.bat:
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1 | @rem
2 | @rem Copyright 2015 the original author or authors.
3 | @rem
4 | @rem Licensed under the Apache License, Version 2.0 (the "License");
5 | @rem you may not use this file except in compliance with the License.
6 | @rem You may obtain a copy of the License at
7 | @rem
8 | @rem https://www.apache.org/licenses/LICENSE-2.0
9 | @rem
10 | @rem Unless required by applicable law or agreed to in writing, software
11 | @rem distributed under the License is distributed on an "AS IS" BASIS,
12 | @rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | @rem See the License for the specific language governing permissions and
14 | @rem limitations under the License.
15 | @rem
16 |
17 | @if "%DEBUG%" == "" @echo off
18 | @rem ##########################################################################
19 | @rem
20 | @rem Gradle startup script for Windows
21 | @rem
22 | @rem ##########################################################################
23 |
24 | @rem Set local scope for the variables with windows NT shell
25 | if "%OS%"=="Windows_NT" setlocal
26 |
27 | set DIRNAME=%~dp0
28 | if "%DIRNAME%" == "" set DIRNAME=.
29 | set APP_BASE_NAME=%~n0
30 | set APP_HOME=%DIRNAME%
31 |
32 | @rem Resolve any "." and ".." in APP_HOME to make it shorter.
33 | for %%i in ("%APP_HOME%") do set APP_HOME=%%~fi
34 |
35 | @rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
36 | set DEFAULT_JVM_OPTS="-Xmx64m" "-Xms64m"
37 |
38 | @rem Find java.exe
39 | if defined JAVA_HOME goto findJavaFromJavaHome
40 |
41 | set JAVA_EXE=java.exe
42 | %JAVA_EXE% -version >NUL 2>&1
43 | if "%ERRORLEVEL%" == "0" goto execute
44 |
45 | echo.
46 | echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
47 | echo.
48 | echo Please set the JAVA_HOME variable in your environment to match the
49 | echo location of your Java installation.
50 |
51 | goto fail
52 |
53 | :findJavaFromJavaHome
54 | set JAVA_HOME=%JAVA_HOME:"=%
55 | set JAVA_EXE=%JAVA_HOME%/bin/java.exe
56 |
57 | if exist "%JAVA_EXE%" goto execute
58 |
59 | echo.
60 | echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME%
61 | echo.
62 | echo Please set the JAVA_HOME variable in your environment to match the
63 | echo location of your Java installation.
64 |
65 | goto fail
66 |
67 | :execute
68 | @rem Setup the command line
69 |
70 | set CLASSPATH=%APP_HOME%\gradle\wrapper\gradle-wrapper.jar
71 |
72 |
73 | @rem Execute Gradle
74 | "%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -classpath "%CLASSPATH%" org.gradle.wrapper.GradleWrapperMain %*
75 |
76 | :end
77 | @rem End local scope for the variables with windows NT shell
78 | if "%ERRORLEVEL%"=="0" goto mainEnd
79 |
80 | :fail
81 | rem Set variable GRADLE_EXIT_CONSOLE if you need the _script_ return code instead of
82 | rem the _cmd.exe /c_ return code!
83 | if not "" == "%GRADLE_EXIT_CONSOLE%" exit 1
84 | exit /b 1
85 |
86 | :mainEnd
87 | if "%OS%"=="Windows_NT" endlocal
88 |
89 | :omega
90 |
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/local.properties:
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1 | ## This file is automatically generated by Android Studio.
2 | # Do not modify this file -- YOUR CHANGES WILL BE ERASED!
3 | #
4 | # This file should *NOT* be checked into Version Control Systems,
5 | # as it contains information specific to your local configuration.
6 | #
7 | # Location of the SDK. This is only used by Gradle.
8 | # For customization when using a Version Control System, please read the
9 | # header note.
10 | sdk.dir=/Users/ishaanjavali/Library/Android/sdk
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/settings.gradle:
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1 | dependencyResolutionManagement {
2 | repositoriesMode.set(RepositoriesMode.FAIL_ON_PROJECT_REPOS)
3 | repositories {
4 | google()
5 | mavenCentral()
6 | jcenter() // Warning: this repository is going to shut down soon
7 | }
8 | }
9 | rootProject.name = "ML with TensorFlowLite"
10 | include ':app'
11 |
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/thumbnail.png:
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https://raw.githubusercontent.com/IJ-Apps/Image-Classification-App-with-Custom-TensorFlow-Model/532269c7f5adc035c3ddea7fc83ec0a702e88d0d/thumbnail.png
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