ResNet and Unet added

.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

app/.gitignore

+/build
\ No newline at end of file

app/build.gradle

+plugins {
+    id 'com.android.application'
+}
+
+android {
+    compileSdkVersion 28
+    buildToolsVersion "29.0.2"
+
+    defaultConfig {
+        applicationId "com.example.resnetnew"
+        minSdkVersion 25
+        //noinspection ExpiredTargetSdkVersion
+        targetSdkVersion 28
+        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
+    }
+    buildFeatures {
+        mlModelBinding true
+    }
+}
+
+dependencies {
+
+    implementation 'androidx.appcompat:appcompat:1.1.0'
+    implementation 'com.google.android.material:material:1.4.0'
+    implementation 'androidx.constraintlayout:constraintlayout:2.0.4'
+    implementation 'org.pytorch:pytorch_android_lite:1.10.0'
+    implementation 'org.pytorch:pytorch_android_torchvision_lite:1.10.0'
+    implementation 'org.tensorflow:tensorflow-lite-support:0.1.0-rc1'
+    implementation 'org.tensorflow:tensorflow-lite-metadata:0.1.0-rc1'
+
+}
\ No newline at end of file

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
\ No newline at end of file

app/src/main/AndroidManifest.xml

+<?xml version="1.0" encoding="utf-8"?>
+<manifest xmlns:android="http://schemas.android.com/apk/res/android"
+    package="com.example.resnetnew">
+
+    <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.ResNetNew">
+        <activity android:name=".Unet"></activity>
+        <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>
\ No newline at end of file

app/src/main/java/com/example/resnetnew/ImageNetClasses.java

+package com.example.resnetnew;
+
+public class ImageNetClasses {
+    public static String[] IMAGENET_CLASSES = new String[]{
+            "Snake weed",
+            "Siam weed",
+            "Rubber vine",
+            "Prickly acacia",
+            "Parthenium",
+            "Parkinsonia",
+            "Negative",
+            "Lantana",
+            "Chinee apple"
+    };
+}

app/src/main/java/com/example/resnetnew/MainActivity.java

+package com.example.resnetnew;
+
+import androidx.appcompat.app.AppCompatActivity;
+
+import android.content.Context;
+import android.graphics.Bitmap;
+import android.graphics.BitmapFactory;
+import android.os.Bundle;
+import android.util.Log;
+import android.view.View;
+import android.widget.Button;
+import android.widget.ImageView;
+import android.widget.TextView;
+
+import org.pytorch.IValue;
+import org.pytorch.LiteModuleLoader;
+import org.pytorch.MemoryFormat;
+import org.pytorch.Module;
+import org.pytorch.Tensor;
+import org.pytorch.torchvision.TensorImageUtils;
+
+import java.io.File;
+import java.io.FileOutputStream;
+import java.io.IOException;
+import java.io.InputStream;
+import java.io.OutputStream;
+
+public class MainActivity extends AppCompatActivity {
+
+    private Bitmap bitmap = null;
+    private Module module = null;
+
+    public static String assetFilePath(Context context, String assetName) throws IOException {
+        File file = new File(context.getFilesDir(), assetName);
+        if (file.exists() && file.length() > 0) {
+            return file.getAbsolutePath();
+        }
+
+        try (InputStream is = context.getAssets().open(assetName)) {
+            try (OutputStream os = new FileOutputStream(file)) {
+                byte[] buffer = new byte[4 * 1024];
+                int read;
+                while ((read = is.read(buffer)) != -1) {
+                    os.write(buffer, 0, read);
+                }
+                os.flush();
+            }
+            return file.getAbsolutePath();
+        }
+    }
+
+    @Override
+    protected void onCreate(Bundle savedInstanceState) {
+        super.onCreate(savedInstanceState);
+        setContentView(R.layout.activity_main);
+
+        try {
+            // creating bitmap from packaged into app android asset 'image.jpg',
+            // app/src/main/assets/image.jpg
+            bitmap = BitmapFactory.decodeStream(getAssets().open("temp.jpg"));
+            // loading serialized torchscript module from packaged into app android asset model.pt,
+            // app/src/model/assets/model.pt
+            module = LiteModuleLoader.load(assetFilePath(this, "optimized.ptl"));
+
+        } catch (IOException e) {
+            Log.e("PytorchHelloWorld", "Error reading assets", e);
+            finish();
+        }
+
+        // showing image on UI
+        ImageView imageView = findViewById(R.id.imageView);
+        imageView.setImageBitmap(bitmap);
+
+        final Button button = findViewById(R.id.button);
+
+        button.setOnClickListener(new View.OnClickListener() {
+            @Override
+            public void onClick(View view) {
+                // preparing input tensor
+                final Tensor inputTensor = TensorImageUtils.bitmapToFloat32Tensor(bitmap,
+                        TensorImageUtils.TORCHVISION_NORM_MEAN_RGB, TensorImageUtils.TORCHVISION_NORM_STD_RGB, MemoryFormat.CHANNELS_LAST);
+
+                // running the model
+                final Tensor outputTensor = module.forward(IValue.from(inputTensor)).toTensor();
+
+                // getting tensor content as java array of floats
+                final float[] scores = outputTensor.getDataAsFloatArray();
+
+                // searching for the index with maximum score
+                float maxScore = -Float.MAX_VALUE;
+                int maxScoreIdx = -1;
+                for (int i = 0; i < scores.length; i++) {
+                    if (scores[i] > maxScore) {
+                        maxScore = scores[i];
+                        maxScoreIdx = i;
+                    }
+                }
+
+                String className = ImageNetClasses.IMAGENET_CLASSES[maxScoreIdx];
+
+                // showing className on UI
+                TextView textView = findViewById(R.id.text);
+                textView.setText(className);
+            }
+        });
+    }
+}
\ No newline at end of file

app/src/main/java/com/example/resnetnew/Unet.java

+package com.example.resnetnew;
+
+import androidx.annotation.Nullable;
+import androidx.appcompat.app.AppCompatActivity;
+
+import android.Manifest;
+import android.content.Intent;
+import android.content.pm.PackageManager;
+import android.graphics.Bitmap;
+import android.media.ThumbnailUtils;
+import android.net.Uri;
+import android.os.Bundle;
+import android.provider.MediaStore;
+import android.view.View;
+import android.widget.Button;
+import android.widget.ImageView;
+import android.widget.TextView;
+
+import com.example.unet.ml.Model;
+
+import org.tensorflow.lite.DataType;
+import org.tensorflow.lite.support.tensorbuffer.TensorBuffer;
+
+import java.io.IOException;
+import java.nio.ByteBuffer;
+import java.nio.ByteOrder;
+
+public class Unet extends AppCompatActivity {
+
+    Button camera, gallery;
+    ImageView imageView;
+    TextView result;
+    int imageSize = 256;
+
+    @Override
+    protected void onCreate(Bundle savedInstanceState) {
+        super.onCreate(savedInstanceState);
+        setContentView(R.layout.activity_unet);
+
+        camera = findViewById(R.id.button);
+        gallery = findViewById(R.id.button2);
+
+        result = findViewById(R.id.result);
+        imageView = findViewById(R.id.imageView);
+
+        camera.setOnClickListener(new View.OnClickListener() {
+            @Override
+            public void onClick(View view) {
+                if (checkSelfPermission(Manifest.permission.CAMERA) == PackageManager.PERMISSION_GRANTED) {
+                    Intent cameraIntent = new Intent(MediaStore.ACTION_IMAGE_CAPTURE);
+                    startActivityForResult(cameraIntent, 3);
+                } else {
+                    requestPermissions(new String[]{Manifest.permission.CAMERA}, 100);
+                }
+            }
+        });
+        gallery.setOnClickListener(new View.OnClickListener() {
+            @Override
+            public void onClick(View view) {
+                Intent cameraIntent = new Intent(Intent.ACTION_PICK, MediaStore.Images.Media.EXTERNAL_CONTENT_URI);
+                startActivityForResult(cameraIntent, 1);
+            }
+        });
+    }
+
+    @Override
+    protected void onActivityResult(int requestCode, int resultCode, @Nullable Intent data) {
+        if(resultCode == RESULT_OK){
+            if(requestCode == 3){
+                Bitmap image = (Bitmap) data.getExtras().get("data");
+                int dimension = Math.min(image.getWidth(), image.getHeight());
+                image = ThumbnailUtils.extractThumbnail(image, dimension, dimension);
+                imageView.setImageBitmap(image);
+
+                image = Bitmap.createScaledBitmap(image, imageSize, imageSize, false);
+                classifyImage(image);
+            }else{
+                Uri dat = data.getData();
+                Bitmap image = null;
+                try {
+                    image = MediaStore.Images.Media.getBitmap(this.getContentResolver(), dat);
+                } catch (IOException e) {
+                    e.printStackTrace();
+                }
+                imageView.setImageBitmap(image);
+
+                image = Bitmap.createScaledBitmap(image, imageSize, imageSize, false);
+                classifyImage(image);
+            }
+        }
+        super.onActivityResult(requestCode, resultCode, data);
+    }
+
+    public void classifyImage(Bitmap image){
+        try {
+            Model model = Model.newInstance(getApplicationContext());
+
+            // Creates inputs for reference.
+            TensorBuffer inputFeature0 = TensorBuffer.createFixedSize(new int[]{1, 256, 256, 3}, DataType.FLOAT32);
+            ByteBuffer byteBuffer = ByteBuffer.allocateDirect(4 * imageSize * imageSize * 3);
+            byteBuffer.order(ByteOrder.nativeOrder());
+
+            int[] intValues = new int[imageSize * imageSize];
+            image.getPixels(intValues, 0, image.getWidth(), 0, 0, image.getWidth(), image.getHeight());
+            int pixel = 0;
+            //iterate over each pixel and extract R, G, and B values. Add those values individually to the byte buffer.
+            for(int i = 0; i < imageSize; i ++){
+                for(int j = 0; j < imageSize; j++){
+                    int val = intValues[pixel++]; // RGB
+                    byteBuffer.putFloat(((val >> 16) & 0xFF) * (1.f / 1));
+                    byteBuffer.putFloat(((val >> 8) & 0xFF) * (1.f / 1));
+                    byteBuffer.putFloat((val & 0xFF) * (1.f / 1));
+                }
+            }
+
+            inputFeature0.loadBuffer(byteBuffer);
+
+            // Runs model inference and gets result.
+            Model.Outputs outputs = model.process(inputFeature0);
+            TensorBuffer outputFeature0 = outputs.getOutputFeature0AsTensorBuffer();
+
+            float[] confidences = outputFeature0.getFloatArray();
+            // find the index of the class with the biggest confidence.
+            int maxPos = 0;
+            float maxConfidence = 0;
+            for (int i = 0; i < confidences.length; i++) {
+                if (confidences[i] > maxConfidence) {
+                    maxConfidence = confidences[i];
+                    maxPos = i;
+                }
+            }
+            String[] classes = {"unlabeled", "weed", "rice","sand"};
+            result.setText(classes[maxPos]);
+
+            // Releases model resources if no longer used.
+            model.close();
+        } catch (IOException e) {
+            // TODO Handle the exception
+        }
+    }
+}
\ No newline at end of file

build.gradle

+// Top-level build file where you can add configuration options common to all sub-projects/modules.
+buildscript {
+    repositories {
+        google()
+        mavenCentral()
+        jcenter()
+    }
+    dependencies {
+        classpath "com.android.tools.build:gradle:4.2.2"
+
+        // NOTE: Do not place your application dependencies here; they belong
+        // in the individual module build.gradle files
+    }
+}
+
+allprojects {
+    repositories {
+        google()
+        mavenCentral()
+        jcenter() // Warning: this repository is going to shut down soon
+    }
+}
+
+task clean(type: Delete) {
+    delete rootProject.buildDir
+}
\ No newline at end of file

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
+android.enableJetifier=true
\ No newline at end of file

gradle/wrapper/gradle-wrapper.properties

+#Fri Oct 07 20:18:19 IST 2022
+distributionBase=GRADLE_USER_HOME
+distributionUrl=https\://services.gradle.org/distributions/gradle-6.7.1-bin.zip
+distributionPath=wrapper/dists
+zipStorePath=wrapper/dists
+zipStoreBase=GRADLE_USER_HOME

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" "$@"

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

settings.gradle

+rootProject.name = "ResNetNew"
+include ':app'