Commit 8eacc973 authored by MithilaGunasinghe's avatar MithilaGunasinghe

Shapes Identification research part - Source Codes

parent 275b7b5e
*.iml
.gradle
/local.properties
/.idea/libraries
/.idea/modules.xml
/.idea/workspace.xml
.DS_Store
/build
/captures
.externalNativeBuild
apply plugin: 'com.android.application'
android {
compileSdkVersion 30
defaultConfig {
applicationId "scit.shapesclassification"
minSdkVersion 23
targetSdkVersion 30
versionCode 1
versionName "1.0"
testInstrumentationRunner 'androidx.test.runner.AndroidJUnitRunner'
}
buildTypes {
release {
minifyEnabled false
proguardFiles getDefaultProguardFile('proguard-android.txt'), 'proguard-rules.pro'
}
}
aaptOptions {
noCompress "tflite"
noCompress "lite"
}
}
repositories {
maven {
url 'https://google.bintray.com/tensorflow'
}
google()
}
dependencies {
implementation fileTree(dir: 'libs', include: ['*.jar'])
implementation 'androidx.appcompat:appcompat:1.0.0'
implementation 'com.google.android.material:material:1.0.0'
implementation 'androidx.constraintlayout:constraintlayout:1.1.3'
testImplementation 'junit:junit:4.12'
androidTestImplementation 'androidx.test.ext:junit:1.1.1'
androidTestImplementation 'androidx.test.espresso:espresso-core:3.1.0'
implementation 'org.tensorflow:tensorflow-lite:+'
}
# 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
package scit.shapesclassification;
import android.content.Context;
import androidx.test.platform.app.InstrumentationRegistry;
import androidx.test.ext.junit.runners.AndroidJUnit4;
import org.junit.Test;
import org.junit.runner.RunWith;
import static org.junit.Assert.*;
/**
* Instrumented test, which will execute on an Android device.
*
* @see <a href="http://d.android.com/tools/testing">Testing documentation</a>
*/
@RunWith(AndroidJUnit4.class)
public class ExampleInstrumentedTest {
@Test
public void useAppContext() {
// Context of the app under test.
Context appContext = InstrumentationRegistry.getTargetContext();
assertEquals("jtheiner.drawingclassification", appContext.getPackageName());
}
}
<?xml version="1.0" encoding="utf-8"?>
<manifest xmlns:android="http://schemas.android.com/apk/res/android"
package="scit.shapesclassification">
<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">MainActivity
<activity android:name=".MainActivity"></activity>
<activity android:name=".DashboardActivity">
<intent-filter>
<action android:name="android.intent.action.MAIN" />
<category android:name="android.intent.category.LAUNCHER" />
</intent-filter>
</activity>
<activity
android:name=".MatchShapes"
android:label="Match shapes"
android:parentActivityName=".MainActivity" />
</application>
</manifest>
\ No newline at end of file
//IT17043342 Gunasinghe M.D.
package scit.shapesclassification;
import androidx.appcompat.app.AppCompatActivity;
import android.content.Intent;
import android.os.Bundle;
import android.view.View;
import android.widget.ImageButton;
/* Connect Activities with the Dashboard */
public class DashboardActivity extends AppCompatActivity {
ImageButton ImgButton;
@Override
protected void onCreate(Bundle savedInstanceState) {
super.onCreate(savedInstanceState);
setContentView(R.layout.activity_dashboard);
ImageButton Btnshapesmatch = (ImageButton) findViewById(R.id.btn2);
Btnshapesmatch.setOnClickListener(new View.OnClickListener() {
@Override
public void onClick(View view) {
Intent intent = new Intent(getApplicationContext(),MatchShapes.class);
startActivity(intent);
}
});
ImageButton Btnshapeidentification = (ImageButton) findViewById(R.id.Btn1);
Btnshapeidentification.setOnClickListener(new View.OnClickListener() {
@Override
public void onClick(View view) {
Intent intent = new Intent(getApplicationContext(),MainActivity.class);
startActivity(intent);
}
});
}
}
\ No newline at end of file
//IT17043342 Gunasinghe M.D.
package scit.shapesclassification;
import android.app.Dialog;
import android.content.DialogInterface;
import android.graphics.Bitmap;
import android.graphics.Color;
import android.graphics.drawable.ColorDrawable;
import android.os.Bundle;
import androidx.appcompat.app.AppCompatActivity;
import android.util.Log;
import android.view.View;
import android.view.ViewGroup;
import android.view.Window;
import android.widget.ImageView;
import android.widget.RelativeLayout;
import android.widget.TextView;
import java.io.IOException;
import java.util.Random;
import scit.shapesclassification.classification.ImageClassifier;
import scit.shapesclassification.classification.Result;
public class MainActivity extends AppCompatActivity {
private View mainView;
private PaintView paintView; // custom drawing view
private ImageClassifier classifier; // complete image classification
TextView textViewResult;
TextView textViewDraw;
@Override
protected void onCreate(Bundle savedInstanceState) {
super.onCreate(savedInstanceState);
setContentView(R.layout.activity_main);
paintView = (PaintView) findViewById(R.id.paintView);
paintView.init(); // initial drawing view
textViewResult = (TextView) findViewById(R.id.txt_result_label);
textViewDraw = (TextView) findViewById(R.id.txt_draw_label);
// instantiate classifier
try {
this.classifier = new ImageClassifier(this);
} catch (IOException e) {
Log.e("MainActivity", "Cannot initialize tfLite model!", e);
e.printStackTrace();
}
this.mainView = this.findViewById(R.id.activity_main).getRootView();
resetView();
}
public void onClearClick(View view) {
Log.i("MainActivity", "Clear sketch event triggers");
paintView.clear();
}
public void onDetectClick(View view) {
Log.i("MainActivity", "Detect sketch event triggers");
if (classifier == null) {
Log.e("MainActivity", "Cannot initialize tfLite model!");
return;
}
Bitmap sketch = paintView.getNormalizedBitmap(); // get resized bitmap
//showImage(paintView.scaleBitmap(40, sketch));
// create the result
Result result = classifier.classify(sketch);
// render results
textViewResult.setText("");
for (int index : result.getTopK()) {
textViewResult.setText(
textViewResult.getText()
+"\n"
+classifier.getLabel(index)
+ " ("
+ String.format("%.02f", classifier.getProbability(index) * 100)
+ "%)"
);
}
int expectedIndex = classifier.getExpectedIndex();
if (result.getTopK().contains(expectedIndex)) {
mainView.setBackgroundColor(Color.rgb(78,175,36));
} else {
mainView.setBackgroundColor(Color.rgb(204, 0,0));
}
}
public void onNextClick(View view) {
resetView();
}
// debug: ImageView with rescaled 28x28 bitmap
private void showImage(Bitmap bitmap) {
Dialog builder = new Dialog(this);
builder.requestWindowFeature(Window.FEATURE_NO_TITLE);
builder.getWindow().setBackgroundDrawable(
new ColorDrawable(android.graphics.Color.TRANSPARENT));
builder.setOnDismissListener(new DialogInterface.OnDismissListener() {
@Override
public void onDismiss(DialogInterface dialogInterface) {
}
});
ImageView imageView = new ImageView(this);
imageView.setImageBitmap(bitmap);
builder.addContentView(imageView, new RelativeLayout.LayoutParams(
ViewGroup.LayoutParams.MATCH_PARENT,
ViewGroup.LayoutParams.MATCH_PARENT));
builder.show();
}
private void resetView() {
mainView.setBackgroundColor(Color.WHITE);
paintView.clear();
textViewResult.setText("");
// get a random label and set as expected class
classifier.setExpectedIndex(new Random().nextInt(classifier.getNumberOfClasses()));
textViewDraw.setText("අදින්න ... " + classifier.getLabel(classifier.getExpectedIndex()));
}
}
\ No newline at end of file
//IT17043342 Gunasinghe M.D.
package scit.shapesclassification;
import android.content.Context;
import android.content.Intent;
import android.graphics.Canvas;
import android.graphics.Color;
import android.graphics.Paint;
import android.graphics.Point;
import android.os.Bundle;
import android.view.LayoutInflater;
import android.view.MotionEvent;
import android.view.View;
import android.view.ViewGroup;
import android.widget.Button;
import android.widget.RelativeLayout;
import android.widget.TableLayout;
import android.widget.TableRow;
import android.widget.Toast;
import androidx.appcompat.app.AppCompatActivity;
import androidx.drawerlayout.widget.DrawerLayout;
import java.util.ArrayList;
public class MatchShapes extends AppCompatActivity {
public TableLayout t1;
public TableRow tr1;
public TableRow tr2;
public TableRow tr3;
public TableRow tr4;
public RelativeLayout r1;
@Override
protected void onCreate(Bundle savedInstanceState) {
super.onCreate(savedInstanceState);
setContentView(R.layout.activity_match_shapes);
t1 = findViewById(R.id.tableLayout1);
tr1 = (TableRow) findViewById(R.id.tableRow1);
tr2 = (TableRow) findViewById(R.id.tableRow2);
tr3 = (TableRow) findViewById(R.id.tableRow3);
tr4 = (TableRow) findViewById(R.id.tableRow4);
r1 = findViewById(R.id.RelativeLayout2);
Button btnRedo = findViewById(R.id.btnRedo);
btnRedo.setOnClickListener(new View.OnClickListener() {
@Override
public void onClick(View view) {
recreate();
}
});
}
@Override
public void onWindowFocusChanged(boolean hasFocus) {
super.onWindowFocusChanged(hasFocus);
RelativeLayout rl = findViewById(R.id.RelativeLayout2);
DrawPanel drawingPanel = new DrawPanel(getApplicationContext());
drawingPanel.setLayoutParams(new DrawerLayout.LayoutParams(rl.getWidth(), rl.getHeight()));
rl.addView(drawingPanel);
}
public class DrawPanel extends View {
private Paint paint;
int ans = 0;
String temp1 = "";
String temp2 = "";
private ArrayList<Point> points;
private ArrayList<ArrayList<Point>> strokes;
public DrawPanel(Context context) {
super(context);
points = new ArrayList<>();
strokes = new ArrayList<>();
paint = createPaint();
}
@Override
public void onDraw(Canvas c) {
super.onDraw(c);
for (ArrayList<Point> obj : strokes) {
drawStroke(obj, c);
}
drawStroke(points, c);
}
public void clearCanvas(){
invalidate();
}
@Override
public boolean onTouchEvent(MotionEvent event) {
if (event.getActionMasked() == MotionEvent.ACTION_MOVE) {
points.add(new Point((int) event.getX(), (int) event.getY()));
if (temp1.equals("")) {
temp1 = getColor((int) event.getX(), (int) event.getY());
}
System.out.println("[start] " + temp1);
invalidate();
}
if (event.getActionMasked() == MotionEvent.ACTION_UP) {
temp2 = getColor((int) event.getX(), (int) event.getY());
System.out.println("[end] " + temp2);
if (temp1.equals(temp2) && !temp1.equals("")) {
ans++;
LayoutInflater inflater = getLayoutInflater();
View toastLayout = inflater.inflate(R.layout.custom_toast1,(ViewGroup)findViewById(R.id.toast_root));
Toast toast = new Toast(getApplicationContext());
toast.setDuration(Toast.LENGTH_SHORT);
toast.setView(toastLayout);
toast.show();//correct answer
} else {
LayoutInflater inflater = getLayoutInflater();
View toastLayout = inflater.inflate(R.layout.custom_toast2,(ViewGroup)findViewById(R.id.toast_root2));
Toast toast = new Toast(getApplicationContext());
toast.setDuration(Toast.LENGTH_SHORT);
toast.setView(toastLayout);
toast.show();//incorrect answer
}
temp1 = "";
temp2 = "";
this.strokes.add(points);
points = new ArrayList<>();
invalidate();
}
return true;
}
public String getColor(int x, int y) {
for (int r = 0; r < t1.getChildCount(); r++) {
int y0 = (int) t1.getChildAt(r).getY();
int height = y0 + t1.getChildAt(r).getHeight();
if (y >= y0 && y < height) {
for (int i = 0; i < 3; i += 2) {
int x1 = (int) tr1.getChildAt(i).getX() - 50;
int width = x1 + tr1.getChildAt(i).getWidth() + 50;
if (x >= x1 && x < width) {
return (String) (((TableRow) t1
.getChildAt(r))
.getChildAt(i)).getTag();
}
}
}
}
return "";
}
private void drawStroke(ArrayList<Point> stroke, Canvas c) {
if (stroke.size() > 0) {
Point p0 = stroke.get(0);
for (int i = 1; i < stroke.size(); i++) {
Point p1 = stroke.get(i);
c.drawLine(p0.x, p0.y, p1.x, p1.y, paint);
p0 = p1;
}
}
}
private Paint createPaint() {
Paint temp = new Paint();
temp.setStyle(Paint.Style.STROKE);
temp.setAntiAlias(true);
temp.setColor(Color.BLACK);
temp.setStrokeWidth((float) 11);
temp.setStrokeCap(Paint.Cap.ROUND);
return temp;
}
}
}
//IT17043342 Gunasinghe M.D.
package scit.shapesclassification;
import android.content.Context;
import android.graphics.Bitmap;
import android.graphics.Canvas;
import android.graphics.Color;
import android.graphics.Paint;
import android.graphics.Path;
import android.util.AttributeSet;
import android.view.MotionEvent;
import android.view.View;
import java.util.ArrayList;
import scit.shapesclassification.classification.ImageClassifier;
/**
Custom view class to draw sketches using bitmaps
*/
public class PaintView extends View {
public static int BRUSH_SIZE = 50;
public static final int DEFAULT_COLOR = Color.WHITE;
public static final int DEFAULT_BG_COLOR = Color.BLACK;
private static final float TOUCH_TOLERANCE = 4;
// original size of PaintView
public int WIDTH;
public int HEIGHT;
private float mX, mY;
private Path mPath;
private Paint mPaint;
private ArrayList<PenPath> paths = new ArrayList<>();
private Bitmap mBitmap;
private Canvas mCanvas;
private Paint mBitmapPaint = new Paint(Paint.DITHER_FLAG);
public PaintView(Context context) {
this(context, null);
}
public PaintView(Context context, AttributeSet attrs) {
super(context, attrs);
mPaint = new Paint();
mPaint.setAntiAlias(true);
mPaint.setDither(true);
mPaint.setColor(DEFAULT_COLOR);
mPaint.setStyle(Paint.Style.STROKE);
mPaint.setStrokeJoin(Paint.Join.ROUND);
mPaint.setStrokeCap(Paint.Cap.ROUND);
mPaint.setXfermode(null);
mPaint.setAlpha(0xff);
}
public void init() {
this.WIDTH = this.getLayoutParams().width;
this.HEIGHT = this.getLayoutParams().height;
mBitmap = Bitmap.createBitmap(WIDTH, HEIGHT , Bitmap.Config.ARGB_8888);
mCanvas = new Canvas(mBitmap);
}
public void clear() {
paths.clear();
invalidate();
}
@Override
protected void onDraw(Canvas canvas) {
canvas.save();
mCanvas.drawColor(DEFAULT_BG_COLOR);
for (PenPath fp : paths) {
mPaint.setColor(fp.color);
mPaint.setStrokeWidth(fp.strokeWidth);
mPaint.setMaskFilter(null);
mCanvas.drawPath(fp.path, mPaint);
}
canvas.drawBitmap(mBitmap, 0, 0, mBitmapPaint);
canvas.restore();
}
private void touchStart(float x, float y) {
mPath = new Path();
PenPath fp = new PenPath(DEFAULT_COLOR, BRUSH_SIZE, mPath);
paths.add(fp);
mPath.reset();
mPath.moveTo(x, y);
mX = x;
mY = y;
}
private void touchMove(float x, float y) {
float dx = Math.abs(x - mX);
float dy = Math.abs(y - mY);
if (dx >= TOUCH_TOLERANCE || dy >= TOUCH_TOLERANCE) {
mPath.quadTo(mX, mY, (x + mX) / 2, (y + mY) / 2);
mX = x;
mY = y;
}
}
private void touchUp() {
mPath.lineTo(mX, mY);
}
@Override
public boolean onTouchEvent(MotionEvent event) {
float x = event.getX();
float y = event.getY();
switch(event.getAction()) {
case MotionEvent.ACTION_DOWN :
touchStart(x, y);
invalidate();
break;
case MotionEvent.ACTION_MOVE :
touchMove(x, y);
invalidate();
break;
case MotionEvent.ACTION_UP :
touchUp();
invalidate();
break;
}
return true;
}
public Bitmap getmBitmap() {
return this.mBitmap;
}
// scale given bitmap by a factor and return a new bitmap
public Bitmap scaleBitmap(int scaleFactor, Bitmap bitmap) {
return Bitmap.createScaledBitmap(bitmap, (int)(bitmap.getWidth()*scaleFactor), (int)(bitmap.getHeight()*scaleFactor), true);
}
// scale original bitmap down to network size (28x28)
public Bitmap getNormalizedBitmap() {
float scaleFactor = ImageClassifier.DIM_IMG_SIZE_HEIGHT / (float) mBitmap.getHeight();
// todo: cut empty space around sketch
return Bitmap.createScaledBitmap(mBitmap, (int)(mBitmap.getWidth()*scaleFactor), (int)(mBitmap.getHeight()*scaleFactor), true);
}
}
\ No newline at end of file
//IT17043342 Gunasinghe M.D.
package scit.shapesclassification;
import android.graphics.Path;
public class PenPath {
public int color;
public int strokeWidth;
public Path path;
public PenPath(int color, int strokeWidth, Path path) {
this.color = color;
this.strokeWidth = strokeWidth;
this.path = path;
}
}
\ No newline at end of file
//IT17043342 Gunasinghe M.D.
package scit.shapesclassification.classification;
import android.app.Activity;
import android.graphics.Bitmap;
import android.util.Log;
import org.tensorflow.lite.Interpreter;
import java.io.IOException;
import java.nio.ByteBuffer;
import java.nio.ByteOrder;
import java.nio.MappedByteBuffer;
import java.util.ArrayList;
public class ImageClassifier {
private static final String MODEL_FILE = "shape3/model.tflite";
private static final String LABELS_FILE = "shape3/labels.csv";
private static final int DIM_BATCH_SIZE = 1;
public static final int DIM_IMG_SIZE_HEIGHT = 28;
public static final int DIM_IMG_SIZE_WIDTH = 28;
private static final int DIM_PIXEL_SIZE = 1;
private ArrayList<String> labels; // list of all labels
private ByteBuffer imgData = null; // models input format
private Interpreter tflite; // the model
private int[] imagePixels = new int[DIM_IMG_SIZE_HEIGHT * DIM_IMG_SIZE_WIDTH];
private final float[][] result; // depending on models architecture (possible multiple output)
private int expectedIndex; // random label index which is to be drawn
public ImageClassifier(Activity activity) throws IOException {
// load model
MappedByteBuffer modelBuffered = ModelInput.loadModelFile(activity, MODEL_FILE);
Log.i("ImageClassifier", "" + modelBuffered.isLoaded());
this.tflite = new Interpreter(modelBuffered);
// load labels
this.labels = ModelInput.readLabels(activity, LABELS_FILE);
this.result = new float[1][labels.size()];
// allocate memory for model input
this.imgData = ByteBuffer.allocateDirect(4 * DIM_BATCH_SIZE * DIM_IMG_SIZE_HEIGHT * DIM_IMG_SIZE_WIDTH * DIM_PIXEL_SIZE);
this.imgData.order(ByteOrder.nativeOrder());
Log.i("ImageClassifier", "Successfully created a Tensorflow Lite sketch classifier.");
}
public Result classify(Bitmap bitmap) {
convertBitmapToByteBuffer(bitmap); // flatten bitmap to byte array
tflite.run(imgData, result); // classify task
return new Result(result[0], labels); // create the result
}
private void convertBitmapToByteBuffer(Bitmap bitmap) {
if (imgData == null) {
return;
}
imgData.rewind();
bitmap.getPixels(imagePixels, 0, bitmap.getWidth(), 0, 0, bitmap.getWidth(), bitmap.getHeight());
int pixel = 0;
for (int i = 0; i < DIM_IMG_SIZE_WIDTH; ++i) {
for (int j = 0; j < DIM_IMG_SIZE_HEIGHT; ++j) {
final int color = imagePixels[pixel++];
imgData.putFloat((((color >> 16) & 0xFF) + ((color >> 8) & 0xFF) + (color & 0xFF)) / 3.0f / 255.0f);
}
}
}
public void setExpectedIndex(int index) {
this.expectedIndex = index;
}
public int getExpectedIndex() {
return expectedIndex;
}
public float getProbability(int index) {
return result[0][index];
}
public String getLabel(int index) {
return labels.get(index);
}
public int getNumberOfClasses() {
return labels.size();
}
}
//IT17043342 Gunasinghe M.D.
package scit.shapesclassification.classification;
import android.app.Activity;
import android.content.res.AssetFileDescriptor;
import android.content.res.AssetManager;
import java.io.BufferedReader;
import java.io.FileInputStream;
import java.io.IOException;
import java.io.InputStream;
import java.io.InputStreamReader;
import java.nio.MappedByteBuffer;
import java.nio.channels.FileChannel;
import java.util.ArrayList;
/**
to read TensorFlow model and labels from file
*/
abstract class ModelInput {
/*
Reads the compressed model as MappedByteBuffer from file.
*/
public static MappedByteBuffer loadModelFile(Activity activity, String modelFile) throws IOException {
AssetManager assetManager = activity.getAssets();
AssetFileDescriptor fileDescriptor = assetManager.openFd(modelFile);
FileInputStream inputStream = new FileInputStream(fileDescriptor.getFileDescriptor());
FileChannel fileChannel = inputStream.getChannel();
long startOffset = fileDescriptor.getStartOffset();
long declaredLength = fileDescriptor.getDeclaredLength();
return fileChannel.map(FileChannel.MapMode.READ_ONLY, startOffset, declaredLength);
}
/*
Read labels from file to an array list of labels.
This list represents the mapping from index position to label.
*/
public static ArrayList readLabels(Activity activity, String labelsFile) {
AssetManager assetManager = activity.getAssets();
ArrayList<String> result = new ArrayList<>();
try {
InputStream is = assetManager.open(labelsFile);
BufferedReader br = new BufferedReader(new InputStreamReader(is));
String line;
while ((line = br.readLine()) != null) {
String[] splitted = line.split(",");
result.add(splitted[1]);
}
return result;
} catch (IOException ex) {
throw new IllegalStateException("Cannot read labels from " + labelsFile + " " + ex);
}
}
}
//IT17043342 Gunasinghe M.D.
package scit.shapesclassification.classification;
import android.util.Log;
import java.util.ArrayList;
import java.util.LinkedList;
import java.util.List;
/**
Readable representation of the models output vector.
Contains label, label position in result vector and probability.
*/
public class Result {
private String label;
private int labelPosition;
private float probability;
private List<Integer> topK; // contains the index
public Result(float[] result, ArrayList<String> labels) {
this.labelPosition = argmax(result); // set index position
this.probability = result[labelPosition]; // set probability
this.label = labels.get(labelPosition); // search for label
this.topK = getTopkLabels(1, result);
}
// find the index with the maximum probability
private int argmax(float[] result) {
float maxProb = 0.0f;
int maxIndex = -1;
for (int i = 0; i < result.length; i++) {
if (result[i] > maxProb) {
maxProb = result[i];
maxIndex = i;
}
}
if (maxIndex == -1) {
Log.e("Result class", "argmax found no maximum");
}
return maxIndex;
}
// returns the top k labels with probability
private List<Integer> getTopkLabels(int k, float[] result) {
List<Integer> topK = new LinkedList<>();
for (int kk = 0; kk < k; kk++) {
float maxProb = 0.0f;
int maxIndex = -1;
for (int i = 0; i < result.length; i++) {
if (!topK.contains(i)) {
if (result[i] > maxProb) {
maxProb = result[i];
maxIndex = i;
}
}
}
topK.add(maxIndex);
}
return topK;
}
public String getLabel() { return this.label; }
public float getProbbability() {
return this.probability;
}
public List<Integer> getTopK() {
return this.topK;
}
public int getLabelPosition() {
return this.labelPosition;
}
}
<vector xmlns:android="http://schemas.android.com/apk/res/android"
xmlns:aapt="http://schemas.android.com/aapt"
android:width="108dp"
android:height="108dp"
android:viewportHeight="108"
android:viewportWidth="108">
<path
android:fillType="evenOdd"
android:pathData="M32,64C32,64 38.39,52.99 44.13,50.95C51.37,48.37 70.14,49.57 70.14,49.57L108.26,87.69L108,109.01L75.97,107.97L32,64Z"
android:strokeColor="#00000000"
android:strokeWidth="1">
<aapt:attr name="android:fillColor">
<gradient
android:endX="78.5885"
android:endY="90.9159"
android:startX="48.7653"
android:startY="61.0927"
android:type="linear">
<item
android:color="#44000000"
android:offset="0.0" />
<item
android:color="#00000000"
android:offset="1.0" />
</gradient>
</aapt:attr>
</path>
<path
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<?xml version="1.0" encoding="utf-8"?>
<RelativeLayout 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:id="@+id/RelativeLayout1"
android:layout_width="match_parent"
android:layout_height="match_parent"
tools:context=".MainActivity">
<androidx.constraintlayout.widget.ConstraintLayout
android:layout_width="match_parent"
android:layout_height="match_parent"
android:background="#1B9CFC">
<ImageButton
android:id="@+id/Btn1"
android:layout_width="123dp"
android:layout_height="113dp"
android:background="#ffffff"
app:layout_constraintBottom_toBottomOf="parent"
app:layout_constraintEnd_toEndOf="parent"
app:layout_constraintHorizontal_bias="0.489"
app:layout_constraintStart_toStartOf="parent"
app:layout_constraintTop_toTopOf="parent"
app:layout_constraintVertical_bias="0.228"
app:srcCompat="@drawable/s2" />
<ImageButton
android:id="@+id/btn2"
android:layout_width="118dp"
android:layout_height="114dp"
android:background="#ffffff"
app:layout_constraintBottom_toBottomOf="parent"
app:layout_constraintEnd_toEndOf="parent"
app:layout_constraintHorizontal_bias="0.498"
app:layout_constraintStart_toStartOf="parent"
app:layout_constraintTop_toTopOf="parent"
app:layout_constraintVertical_bias="0.664"
app:srcCompat="@drawable/s1" />
<TextView
android:id="@+id/t1"
android:layout_width="307dp"
android:layout_height="62dp"
android:fontFamily="casual"
android:text="Shapes Matching"
android:textAlignment="center"
android:textColor="#ffffff"
android:textSize="30dp"
app:layout_constraintBottom_toBottomOf="parent"
app:layout_constraintEnd_toEndOf="parent"
app:layout_constraintStart_toStartOf="parent"
app:layout_constraintTop_toTopOf="parent"
app:layout_constraintVertical_bias="0.869" />
<TextView
android:id="@+id/t2"
android:layout_width="319dp"
android:layout_height="44dp"
android:fontFamily="casual"
android:text="Shapes Identification"
android:textAlignment="center"
android:textColor="#ffffff"
android:textSize="30dp"
app:layout_constraintBottom_toBottomOf="parent"
app:layout_constraintEnd_toEndOf="parent"
app:layout_constraintHorizontal_bias="0.434"
app:layout_constraintStart_toStartOf="parent"
app:layout_constraintTop_toTopOf="parent"
app:layout_constraintVertical_bias="0.433" />
</androidx.constraintlayout.widget.ConstraintLayout>
</RelativeLayout>
\ No newline at end of file
<?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:id="@+id/activity_main"
android:layout_width="match_parent"
android:layout_height="match_parent"
tools:context="scit.shapesclassification.MainActivity">
<scit.shapesclassification.PaintView
android:id="@+id/paintView"
android:layout_width="380dp"
android:layout_height="380dp"
android:layout_alignParentTop="true"
android:layout_centerHorizontal="true"
android:layout_marginTop="49dp" />
<Button
android:id="@+id/btn_detect"
android:layout_width="match_parent"
android:layout_height="wrap_content"
android:layout_above="@+id/btn_next"
android:layout_alignParentStart="true"
android:onClick="onDetectClick"
android:text="හඳුනා ගන්න" />
<Button
android:id="@+id/btn_next"
android:layout_width="130dp"
android:layout_height="wrap_content"
android:layout_alignParentBottom="true"
android:layout_alignParentEnd="true"
android:onClick="onNextClick"
android:text="ඊලඟ හැඩය" />
<Button
android:id="@+id/btn_clear3"
android:layout_width="130dp"
android:layout_height="wrap_content"
android:layout_alignParentBottom="true"
android:layout_alignParentStart="true"
android:onClick="onClearClick"
android:text="ඉවත් කරන්න" />
<TextView
android:id="@+id/txt_draw_label"
android:layout_width="match_parent"
android:layout_height="wrap_content"
android:layout_alignParentStart="true"
android:layout_alignParentTop="true"
android:layout_marginTop="13dp"
android:text="අදින්න"
android:textAlignment="center"
android:textColor="@android:color/background_dark"
android:textSize="18sp" />
<TextView
android:id="@+id/txt_result_label"
android:layout_width="wrap_content"
android:layout_height="wrap_content"
android:layout_alignParentBottom="true"
android:layout_centerHorizontal="true"
android:layout_marginBottom="105dp"
android:text="TextView" />
</RelativeLayout>
\ No newline at end of file
<?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=".MatchShapes">
<RelativeLayout
android:id="@+id/RelativeLayout2"
android:layout_width="402dp"
android:layout_height="530dp"
app:layout_constraintEnd_toEndOf="parent"
app:layout_constraintStart_toStartOf="parent"
app:layout_constraintTop_toTopOf="parent">
<TableLayout
android:id="@+id/tableLayout1"
android:layout_width="match_parent"
android:layout_height="match_parent">
<TableRow
android:id="@+id/tableRow1"
android:layout_width="match_parent"
android:layout_height="wrap_content"
android:layout_marginBottom="20dp">
<ImageView
android:id="@+id/idACol1"
android:layout_width="80dp"
android:layout_height="80dp"
android:scaleType="fitXY"
android:src="@drawable/cir"
android:tag="Circle" />
<TextView
android:id="@+id/textView1"
android:layout_width="160dp"
android:layout_height="80dp"
android:text="" />
<ImageView
android:id="@+id/idACol2"
android:layout_width="80dp"
android:layout_height="80dp"
android:scaleType="fitXY"
android:src="@drawable/tri"
android:tag="Triangle" />
</TableRow>
<TableRow
android:id="@+id/tableRow2"
android:layout_width="fill_parent"
android:layout_height="fill_parent"
android:layout_marginBottom="20dp">
<ImageView
android:id="@+id/idBCol1"
android:layout_width="80dp"
android:layout_height="80dp"
android:scaleType="fitXY"
android:src="@drawable/squ"
android:tag="Square" />
<TextView
android:id="@+id/textView2"
android:layout_width="239dp"
android:layout_height="80dp"
android:text="" />
<ImageView
android:id="@+id/idBCol2"
android:layout_width="80dp"
android:layout_height="80dp"
android:scaleType="fitXY"
android:src="@drawable/cir"
android:tag="Circle" />
</TableRow>
<TableRow
android:id="@+id/tableRow3"
android:layout_width="match_parent"
android:layout_height="match_parent"
android:layout_marginBottom="20dp">
<ImageView
android:id="@+id/idCCol1"
android:layout_width="80dp"
android:layout_height="80dp"
android:scaleType="fitXY"
android:src="@drawable/tri"
android:tag="Triangle" />
<TextView
android:id="@+id/textView3"
android:layout_width="160dp"
android:layout_height="80dp"
android:text="" />
<ImageView
android:id="@+id/idCCol3"
android:layout_width="80dp"
android:layout_height="80dp"
android:scaleType="fitXY"
android:src="@drawable/squ"
android:tag="Square" />
</TableRow>
<TableRow
android:id="@+id/tableRow4"
android:layout_width="match_parent"
android:layout_height="match_parent"
android:layout_marginBottom="20dp">
<ImageView
android:id="@+id/idDCol1"
android:layout_width="80dp"
android:layout_height="80dp"
android:scaleType="fitXY"
android:src="@drawable/eli"
android:tag="Ellipse" />
<TextView
android:id="@+id/textView4"
android:layout_width="match_parent"
android:layout_height="80dp"
android:text="" />
<ImageView
android:id="@+id/idDCol3"
android:layout_width="80dp"
android:layout_height="80dp"
android:scaleType="fitXY"
android:src="@drawable/rect"
android:tag="Rectangle" />
</TableRow>
<TableRow
android:id="@+id/tableRow5"
android:layout_width="match_parent"
android:layout_height="match_parent"
android:layout_marginBottom="20dp">
<ImageView
android:id="@+id/idECol1"
android:layout_width="80dp"
android:layout_height="80dp"
android:scaleType="fitXY"
android:src="@drawable/rect"
android:tag="Rectangle" />
<TextView
android:id="@+id/textView5"
android:layout_width="match_parent"
android:layout_height="80dp"
android:text="" />
<ImageView
android:id="@+id/idECol2"
android:layout_width="80dp"
android:layout_height="80dp"
android:scaleType="fitXY"
android:src="@drawable/eli"
android:tag="Ellipse" />
</TableRow>
</TableLayout>
</RelativeLayout>
<Button
android:id="@+id/btnRedo"
android:layout_width="wrap_content"
android:layout_height="wrap_content"
android:layout_marginTop="4dp"
android:text="උත්සාහ කරන්න"
app:layout_constraintEnd_toEndOf="parent"
app:layout_constraintStart_toStartOf="parent"
app:layout_constraintTop_toBottomOf="@id/RelativeLayout2"
tools:ignore="MissingConstraints" />
</androidx.constraintlayout.widget.ConstraintLayout>
<?xml version="1.0" encoding="utf-8"?>
<LinearLayout xmlns:android="http://schemas.android.com/apk/res/android"
android:orientation="vertical" android:layout_width="match_parent"
android:layout_height="match_parent"
android:id="@+id/toast_root">
<TextView
android:layout_width="wrap_content"
android:layout_height="wrap_content"
android:layout_gravity="center"
android:background="#a55eea"
android:padding="15dp"
android:text="පිළිතුර නිවැරදිය !!!"
android:textColor="#f5f6fa"
android:textSize="20sp" />
</LinearLayout>
\ No newline at end of file
<?xml version="1.0" encoding="utf-8"?>
<LinearLayout xmlns:android="http://schemas.android.com/apk/res/android"
android:orientation="vertical" android:layout_width="match_parent"
android:layout_height="match_parent"
android:id="@+id/toast_root2">
<TextView
android:layout_width="wrap_content"
android:layout_height="wrap_content"
android:layout_gravity="center"
android:background="#a55eea"
android:padding="15dp"
android:text="පිළිතුර වැරදිය !!!"
android:textColor="#f5f6fa"
android:textSize="20sp" />
</LinearLayout>
\ No newline at end of file
<?xml version="1.0" encoding="utf-8"?>
<menu xmlns:android="http://schemas.android.com/apk/res/android">
<item
android:id="@+id/navigation_home"
android:icon="@drawable/ic_home_black_24dp"
android:title="@string/title_home" />
<item
android:id="@+id/navigation_dashboard"
android:icon="@drawable/ic_dashboard_black_24dp"
android:title="@string/title_dashboard" />
<item
android:id="@+id/navigation_notifications"
android:icon="@drawable/ic_notifications_black_24dp"
android:title="@string/title_notifications" />
</menu>
<?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>
\ No newline at end of file
<?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>
\ No newline at end of file
<?xml version="1.0" encoding="utf-8"?>
<resources>
<color name="colorPrimary">#3F51B5</color>
<color name="colorPrimaryDark">#303F9F</color>
<color name="colorAccent">#FF4081</color>
<color name="lightgray">#ededed</color>
</resources>
<resources>
<!-- Default screen margins, per the Android Design guidelines. -->
<dimen name="activity_horizontal_margin">16dp</dimen>
<dimen name="activity_vertical_margin">16dp</dimen>
</resources>
<?xml version="1.0" encoding="utf-8"?>
<resources>
</resources>
\ No newline at end of file
<resources>
<string name="app_name">SCIT - Shapes</string>
<string name="title_home">Home</string>
<string name="title_dashboard">Dashboard</string>
<string name="title_notifications">Notifications</string>
</resources>
<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>
package scit.shapesclassification;
import org.junit.Test;
import static org.junit.Assert.*;
/**
* Example local unit test, which will execute on the development machine (host).
*
* @see <a href="http://d.android.com/tools/testing">Testing documentation</a>
*/
public class ExampleUnitTest {
@Test
public void addition_isCorrect() {
assertEquals(4, 2 + 2);
}
}
\ No newline at end of file
// Top-level build file where you can add configuration options common to all sub-projects/modules.
// IT17043342 Gunasinghe M.D.
buildscript {
repositories {
google()
jcenter()
}
dependencies {
classpath 'com.android.tools.build:gradle:3.2.0'
// 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
}
# 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.
android.enableJetifier=true
android.useAndroidX=true
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
#Mon May 28 16:24:27 CEST 2018
distributionBase=GRADLE_USER_HOME
distributionPath=wrapper/dists
zipStoreBase=GRADLE_USER_HOME
zipStorePath=wrapper/dists
distributionUrl=https\://services.gradle.org/distributions/gradle-4.6-all.zip
#!/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" "$@"
@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
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