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MainActivity.java
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MainActivity.java
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package Spleeter.test;
import android.Manifest;
import android.app.Activity;
import android.content.Intent;
import android.content.pm.PackageManager;
import android.content.res.AssetFileDescriptor;
import android.media.AudioAttributes;
import android.media.AudioFormat;
import android.media.AudioManager;
import android.media.AudioTrack;
import android.os.Build;
import android.os.Bundle;
import com.google.android.material.floatingactionbutton.FloatingActionButton;
import com.google.android.material.snackbar.Snackbar;
import com.kbeanie.multipicker.api.AudioPicker;
import com.kbeanie.multipicker.api.Picker;
import com.kbeanie.multipicker.api.callbacks.AudioPickerCallback;
import com.kbeanie.multipicker.api.entity.ChosenAudio;
import com.opensooq.supernova.gligar.GligarPicker;
import Spleeter.test.databinding.ActivityMainBinding;
import androidx.annotation.Nullable;
import androidx.appcompat.app.AppCompatActivity;
import androidx.appcompat.widget.Toolbar;
import androidx.core.content.ContextCompat;
import androidx.navigation.Navigation;
import javazoom.jl.decoder.Bitstream;
import javazoom.jl.decoder.BitstreamException;
import javazoom.jl.decoder.Decoder;
import javazoom.jl.decoder.DecoderException;
import javazoom.jl.decoder.Header;
import javazoom.jl.decoder.SampleBuffer;
import android.util.Log;
import android.view.View;
import android.view.Menu;
import android.view.MenuItem;
import android.widget.Toast;
import org.tensorflow.lite.DataType;
import org.tensorflow.lite.Interpreter;
import org.tensorflow.lite.Tensor;
import org.tensorflow.lite.gpu.CompatibilityList;
import org.tensorflow.lite.gpu.GpuDelegate;
import org.tensorflow.lite.support.tensorbuffer.TensorBuffer;
import java.io.ByteArrayInputStream;
import java.io.ByteArrayOutputStream;
import java.io.DataInputStream;
import java.io.DataOutputStream;
import java.io.FileInputStream;
import java.io.FileNotFoundException;
import java.io.IOException;
import java.io.InputStream;
import java.nio.ByteBuffer;
import java.nio.ByteOrder;
import java.nio.FloatBuffer;
import java.nio.MappedByteBuffer;
import java.nio.channels.FileChannel;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import java.util.Map;
import java.util.TreeMap;
public class MainActivity extends AppCompatActivity {
private static final String TAG = "MainActivity";
private static final int PERMISSION_REQUEST_CODE = 102;
AudioPicker audioPicker;
Interpreter tflite;
ActivityMainBinding binding;
@Override
protected void onCreate(Bundle savedInstanceState) {
super.onCreate(savedInstanceState);
binding = ActivityMainBinding.inflate(getLayoutInflater());
View view = binding.getRoot();
setContentView(view);
Toolbar toolbar = findViewById(R.id.toolbar);
setSupportActionBar(toolbar);
// testArray();
audioPicker = new AudioPicker(this);
initListeners();
checkPermission();
initSpleeter();
}
private void testArray() {
final byte[] data = new byte[] {
64, 73, 15, -48, 127, 127, -1, -1, 0, 0, 0, 1, 0, 0, 0, 0
};
final FloatBuffer fb = ByteBuffer.wrap(data).asFloatBuffer();
final float[] dst = new float[fb.capacity()];
fb.get(dst); // Copy the contents of the FloatBuffer into dst
Log.e(TAG, "testArray: Size is "+ dst.length );
for (int i = 0; i < dst.length; i++) {
Log.e(TAG, "testArray: "+dst[i] );
if (i == dst.length - 1) {
} else {
Log.e(TAG, ", ");
}
}
}
public void initSpleeter() {
try {
Interpreter.Options tfliteOptions = new Interpreter.Options();
tfliteOptions.setNumThreads(2);
CompatibilityList compatList = new CompatibilityList();
if(compatList.isDelegateSupportedOnThisDevice()){
// if the device has a supported GPU, add the GPU delegate
GpuDelegate.Options delegateOptions = compatList.getBestOptionsForThisDevice();
GpuDelegate gpuDelegate = new GpuDelegate(delegateOptions);
tfliteOptions.addDelegate(gpuDelegate);
Log.e(TAG, "initSpleeter: supported");
}
else {
Log.e(TAG, "initSpleeter: not supported");
}
tflite = new Interpreter(loadModelFile(this), tfliteOptions);
} catch (IOException e) {
e.printStackTrace();
Log.e(TAG, "onCreate: Error: " + e.getMessage());
}
}
@Override
public boolean onCreateOptionsMenu(Menu menu) {
// Inflate the menu; this adds items to the action bar if it is present.
getMenuInflater().inflate(R.menu.menu_main, menu);
return true;
}
/**
* Memory-map the model file in Assets.
*/
private MappedByteBuffer loadModelFile(Activity activity) throws IOException {
AssetFileDescriptor fileDescriptor = activity.getAssets().openFd(getModelPath());
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);
}
public String getModelPath() {
return "stems.tflite";
}
public void mp3ToFloat(String path) throws BitstreamException, DecoderException {
ByteArrayOutputStream outStream = new ByteArrayOutputStream(1024);
FileInputStream mp3Source = null;
try {
mp3Source = new FileInputStream(path);
} catch (FileNotFoundException e) {
e.printStackTrace();
Log.e(TAG, "onActivityResult: Error " + e.getMessage());
}
Bitstream bitStream = new Bitstream(mp3Source);
Decoder decoder = new Decoder();
final int READ_THRESHOLD = 2147483647;
Header frame;
int framesReaded = 0;
while (framesReaded++ <= READ_THRESHOLD && (frame = bitStream.readFrame()) != null) {
SampleBuffer sampleBuffer = (SampleBuffer) decoder.decodeFrame(frame, bitStream);
short[] pcmChunk = sampleBuffer.getBuffer();
for (short s : pcmChunk) {
outStream.write(s & 0xff);
outStream.write((s >> 8) & 0xff);
}
// audioTrack.write(outStream.toByteArray(), 0, outStream.toByteArray().length); //playing byte array with audiotrack to be sure
try {
outStream.flush();
} catch (IOException e) {
Log.e(TAG, "mp3ToFloat: Error");
}
bitStream.closeFrame();
}
byte[] byteArray = outStream.toByteArray();
Log.e(TAG, "mp3ToFloat: "+byteArray.length );
if (false) {
return;
}
byte[] sampleFloatArray = Arrays.copyOfRange(byteArray, 0, 1280000); //we fetch small audio sample
float[] fArr = byteToFloat(byteArray);
float[] fArr2 = byteToFloat2(byteArray);
byte[] bytess = floatToByte(fArr);
// playAudio(bytess);
// playAudioFloat(fArr);
// Log.e(TAG, "mp3ToFloat: Float Array Size is "+fArr.length );
DataType imageDataType = tflite.getInputTensor(0).dataType();
tflite.resizeInput(0, new int[]{640000, 2});
byte bytes[] = new byte[1280000];
float floats[] = new float[1280000];
for (int i = 0; i < 1280000-4; i+=2) {// loop thrugh the 128 float arrays, each float array is of size 129
// byte a0 = sampleFloatArray[i];
//byte a1 = sampleFloatArray[i+1];
// Log.e(TAG, "mp3ToFloat: float[0] = "+ floats[0] );
// Log.e(TAG, "mp3ToFloat: float[1] = "+ floats[1] );
floats[i/2] = sampleFloatArray[i];
floats[640000+(i/2)] = sampleFloatArray[i+1];
}
// playAudio(bytes);
ByteBuffer buf = ByteBuffer.wrap(bytes);
int[] probabilityShape = tflite.getInputTensor(0).shape();
DataType probabilityDataType = tflite.getInputTensor(0).dataType();
Log.e(TAG, "mp3ToFloat: size = "+ byteToFloat(bytes).length );
Log.e(TAG, "mp3ToFloat: size = "+ byteToFloat2(bytes).length );
TensorBuffer tensorBuffer = TensorBuffer.createDynamic(imageDataType);
tensorBuffer.loadArray(floats, probabilityShape);
ByteBuffer inByteBuffer = tensorBuffer.getBuffer();
Object[] input = new Object[1];
input[0] = inByteBuffer;
TensorBuffer outputTensorBufferI =
TensorBuffer.createFixedSize(probabilityShape, probabilityDataType);
TensorBuffer outputTensorBufferV =
TensorBuffer.createFixedSize(probabilityShape, probabilityDataType);
Map outputs = new TreeMap<>();
outputs.put(0, outputTensorBufferI.getBuffer());
outputs.put(1, outputTensorBufferV.getBuffer());
Log.e(TAG, "mp3ToFloat: start running");
tflite.runForMultipleInputsOutputs(input, outputs);
Log.e(TAG, "mp3ToFloat: finished");
// byte[] instrumental = instrumentalBuffer.array();
//byte[] vocal = vocalBuffer.array();
//Log.e(TAG, "mp3ToFloat: "+ instrumental.length );
// for (int i=0; i<instrumental.length;i++) {
// Log.e(TAG, "mp3ToFloat: "+instrumental[i] );
// }
// byte[] b = new byte[320000];
// for (int i = 0; i < 640000-4; i+=2) {// loop thrugh the 128 float arrays, each float array is of size 129
// byte a0 = instrumental[i/2];
// byte a1 = instrumental[320000+(i/2)];
//// Log.e(TAG, "mp3ToFloat: float[0] = "+ floats[0] );
//// Log.e(TAG, "mp3ToFloat: float[1] = "+ floats[1] );
// b[i] = a0;
// b[(i)+1] = a1;
//
// }
playAudio(outputTensorBufferI.getBuffer().array());
}
private float[] byteToFloat2(byte[] byteArray) {
FloatBuffer l = ByteBuffer.wrap(byteArray).order(ByteOrder.LITTLE_ENDIAN).asFloatBuffer();
final FloatBuffer fb = ByteBuffer.wrap(byteArray).asFloatBuffer();
final float[] dst = new float[fb.capacity()];
fb.get(dst);
return dst;
}
private float[] byteToFloat(byte[] byteArray) {
ByteArrayInputStream bas = new ByteArrayInputStream(byteArray);
DataInputStream ds = new DataInputStream(bas);
float[] fArr = new float[byteArray.length / 4]; // 4 bytes per float
for (int i = 0; i < fArr.length; i++) {
try {
fArr[i] = ds.readFloat();
} catch (IOException e) {
e.printStackTrace();
}
}
return fArr;
}
private byte[] floatToByte(float[] floatArray) {
ByteArrayOutputStream bas2 = new ByteArrayOutputStream();
DataOutputStream ds2 = new DataOutputStream(bas2);
for (float f : floatArray) {
try {
ds2.writeFloat(f);
} catch (IOException e) {
e.printStackTrace();
}
}
byte[] bytes = bas2.toByteArray();
return bytes;
}
private void playAudioFloat(float[] l) {
final int SAMPLE_RATE = 48000;
final int CHANNEL_COUNT = AudioFormat.CHANNEL_OUT_STEREO;
final int ENCODING = AudioFormat.ENCODING_PCM_FLOAT;
int bufferSize = AudioTrack.getMinBufferSize(SAMPLE_RATE, CHANNEL_COUNT, ENCODING);
AudioAttributes audioAttributes = new AudioAttributes.Builder()
.setUsage(AudioAttributes.USAGE_MEDIA)
.setContentType(AudioAttributes.CONTENT_TYPE_MUSIC)
.build();
AudioFormat audioFormat = new AudioFormat.Builder()
.setEncoding(ENCODING)
.setSampleRate(SAMPLE_RATE)
.build();
AudioTrack audioTrack = new AudioTrack(audioAttributes, audioFormat, bufferSize
, AudioTrack.MODE_STREAM, AudioManager.AUDIO_SESSION_ID_GENERATE);
audioTrack.play();
audioTrack.write(l, 0, l.length, AudioTrack.WRITE_BLOCKING);
}
private void playAudio(byte[] instrumental) {
final int sampleRate = 44100;
final int minBufferSize = AudioTrack.getMinBufferSize(sampleRate,
AudioFormat.CHANNEL_OUT_STEREO,
AudioFormat.ENCODING_PCM_16BIT);
AudioTrack audioTrack = new AudioTrack(AudioManager.STREAM_MUSIC,
sampleRate,
AudioFormat.CHANNEL_OUT_STEREO,
AudioFormat.ENCODING_PCM_16BIT,
// AudioFormat.ENCODING_PCM_FLOAT,
minBufferSize,
AudioTrack.MODE_STREAM);
audioTrack.play();
audioTrack.write(instrumental, 0, instrumental.length);
}
private void initListeners() {
binding.btnOpenFile.setOnClickListener(v -> {
selectAudioFile();
});
}
public void selectAudioFile() {
if (checkPermission()) {
audioPicker.setAudioPickerCallback(new AudioPickerCallback() {
@Override
public void onAudiosChosen(List<ChosenAudio> files) {
// Convert Mp3 to float
try {
mp3ToFloat(files.get(0).getOriginalPath());
} catch (BitstreamException e) {
Log.e(TAG, "onActivityResult: Error " + e.getMessage());
} catch (DecoderException e) {
e.printStackTrace();
Log.e(TAG, "onActivityResult: Error " + e.getMessage());
}
}
@Override
public void onError(String message) {
// Handle errors
Log.e(TAG, "onActivityResult: Error " + message);
}
});
audioPicker.pickAudio();
} else {
}
}
@Override
public boolean onOptionsItemSelected(MenuItem item) {
// Handle action bar item clicks here. The action bar will
// automatically handle clicks on the Home/Up button, so long
// as you specify a parent activity in AndroidManifest.xml.
int id = item.getItemId();
//noinspection SimplifiableIfStatement
if (id == R.id.action_settings) {
return true;
}
return super.onOptionsItemSelected(item);
}
@Override
protected void onActivityResult(int requestCode, int resultCode, @Nullable Intent data) {
super.onActivityResult(requestCode, resultCode, data);
if (resultCode != Activity.RESULT_OK) {
return;
}
if (requestCode == Picker.PICK_AUDIO && resultCode == RESULT_OK) {
audioPicker.submit(data);
}
}
private boolean checkPermission() {
if (Build.VERSION.SDK_INT < Build.VERSION_CODES.M) {
return true;
}
// request permission if it has not been grunted.
if (ContextCompat.checkSelfPermission(this, Manifest.permission.WRITE_EXTERNAL_STORAGE) != PackageManager.PERMISSION_GRANTED) {
requestPermissions(new String[]{Manifest.permission.WRITE_EXTERNAL_STORAGE}, PERMISSION_REQUEST_CODE);
requestPermissions(new String[]{Manifest.permission.READ_EXTERNAL_STORAGE}, PERMISSION_REQUEST_CODE);
return false;
}
return true;
}
}