Add Android demo for spoken language identification using Whisper multilingual models (#783)

This commit is contained in:
Fangjun Kuang
2024-04-18 14:33:59 +08:00
committed by GitHub
parent 3a43049ba1
commit d97a283dbb
60 changed files with 1767 additions and 71 deletions

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<?xml version="1.0" encoding="utf-8"?>
<manifest xmlns:android="http://schemas.android.com/apk/res/android"
xmlns:tools="http://schemas.android.com/tools">
<uses-permission android:name="android.permission.RECORD_AUDIO" />
<application
android:allowBackup="true"
android:dataExtractionRules="@xml/data_extraction_rules"
android:fullBackupContent="@xml/backup_rules"
android:icon="@mipmap/ic_launcher"
android:label="@string/app_name"
android:roundIcon="@mipmap/ic_launcher_round"
android:supportsRtl="true"
android:theme="@style/Theme.SherpaOnnxSpokenLanguageIdentification"
tools:targetApi="31">
<activity
android:name=".MainActivity"
android:exported="true"
android:label="@string/app_name"
android:theme="@style/Theme.SherpaOnnxSpokenLanguageIdentification">
<intent-filter>
<action android:name="android.intent.action.MAIN" />
<category android:name="android.intent.category.LAUNCHER" />
</intent-filter>
</activity>
</application>
</manifest>

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@file:OptIn(ExperimentalMaterial3Api::class, ExperimentalFoundationApi::class)
package com.k2fsa.sherpa.onnx.slid
import android.Manifest
import android.app.Activity
import android.content.pm.PackageManager
import android.media.AudioFormat
import android.media.AudioRecord
import android.media.MediaRecorder
import android.util.Log
import androidx.compose.foundation.ExperimentalFoundationApi
import androidx.compose.foundation.layout.Box
import androidx.compose.foundation.layout.Column
import androidx.compose.foundation.layout.PaddingValues
import androidx.compose.ui.Modifier
import androidx.compose.foundation.layout.Spacer
import androidx.compose.foundation.layout.fillMaxSize
import androidx.compose.foundation.layout.height
import androidx.compose.foundation.layout.padding
import androidx.compose.material3.Button
import androidx.compose.material3.CenterAlignedTopAppBar
import androidx.compose.material3.ExperimentalMaterial3Api
import androidx.compose.material3.MaterialTheme
import androidx.compose.material3.Scaffold
import androidx.compose.material3.Text
import androidx.compose.material3.TopAppBarDefaults
import androidx.compose.runtime.Composable
import androidx.compose.runtime.getValue
import androidx.compose.runtime.mutableStateOf
import androidx.compose.runtime.remember
import androidx.compose.runtime.setValue
import androidx.compose.ui.Alignment
import androidx.compose.ui.platform.LocalContext
import androidx.compose.ui.text.font.FontWeight
import androidx.compose.ui.unit.dp
import androidx.compose.ui.unit.sp
import androidx.core.app.ActivityCompat
import kotlin.concurrent.thread
@Composable
fun Home() {
Scaffold(
topBar = {
CenterAlignedTopAppBar(
colors = TopAppBarDefaults.topAppBarColors(
containerColor = MaterialTheme.colorScheme.primaryContainer,
titleContentColor = MaterialTheme.colorScheme.primary,
),
title = {
Text(
"Next-gen Kaldi: Spoken language identification",
fontWeight = FontWeight.Bold,
fontSize = 13.sp,
)
},
)
},
content = {
MyApp(it)
},
)
}
private var audioRecord: AudioRecord? = null
private val sampleRateInHz = 16000
@Composable
fun MyApp(padding: PaddingValues) {
val activity = LocalContext.current as Activity
var isStarted by remember { mutableStateOf(false) }
var result by remember { mutableStateOf<String>("") }
val onButtonClick: () -> Unit = {
isStarted = !isStarted
if (isStarted) {
result = ""
if (ActivityCompat.checkSelfPermission(
activity,
Manifest.permission.RECORD_AUDIO
) != PackageManager.PERMISSION_GRANTED
) {
Log.i(TAG, "Recording is not allowed")
} else {
val audioSource = MediaRecorder.AudioSource.MIC
val channelConfig = AudioFormat.CHANNEL_IN_MONO
val audioFormat = AudioFormat.ENCODING_PCM_16BIT
val numBytes =
AudioRecord.getMinBufferSize(sampleRateInHz, channelConfig, audioFormat)
audioRecord = AudioRecord(
audioSource,
sampleRateInHz,
AudioFormat.CHANNEL_IN_MONO,
AudioFormat.ENCODING_PCM_16BIT,
numBytes * 2 // a sample has two bytes as we are using 16-bit PCM
)
thread(true) {
Log.i(TAG, "processing samples")
val interval = 0.1 // i.e., 100 ms
val bufferSize = (interval * sampleRateInHz).toInt() // in samples
val buffer = ShortArray(bufferSize)
val sampleList = ArrayList<FloatArray>()
audioRecord?.let {
it.startRecording()
while (isStarted) {
val ret = it.read(buffer, 0, buffer.size)
ret.let { n ->
val samples = FloatArray(n) { buffer[it] / 32768.0f }
sampleList.add(samples)
}
}
}
Log.i(TAG, "Stop recording")
Log.i(TAG, "Start recognition")
val samples = Flatten(sampleList)
val stream = Slid.slid.createStream()
stream.acceptWaveform(samples, sampleRateInHz)
val lang = Slid.slid.compute(stream)
result = Slid.localeMap.get(lang) ?: lang
stream.release()
}
}
}
}
Box(
modifier = Modifier.fillMaxSize(),
contentAlignment = Alignment.TopCenter
) {
Column(
Modifier.padding(padding),
horizontalAlignment = Alignment.CenterHorizontally,
) {
Spacer(modifier = Modifier.height(16.dp))
Button(onClick = onButtonClick) {
if (isStarted) {
Text("Stop")
} else {
Text("Start")
}
}
Spacer(modifier = Modifier.height(16.dp))
if (result.isNotEmpty() && result.isNotBlank()) {
Text("Detected language: $result")
}
}
}
}
fun Flatten(sampleList: ArrayList<FloatArray>): FloatArray {
var totalSamples = 0
for (a in sampleList) {
totalSamples += a.size
}
var i = 0
val samples = FloatArray(totalSamples)
for (a in sampleList) {
for (s in a) {
samples[i] = s
i += 1
}
}
Log.i(TAG, "$i, $totalSamples")
return samples
}

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package com.k2fsa.sherpa.onnx.slid
import android.Manifest
import android.content.pm.PackageManager
import android.os.Bundle
import android.util.Log
import android.widget.Toast
import androidx.activity.ComponentActivity
import androidx.activity.compose.setContent
import androidx.compose.foundation.layout.fillMaxSize
import androidx.compose.material3.MaterialTheme
import androidx.compose.material3.Surface
import androidx.compose.material3.Text
import androidx.compose.runtime.Composable
import androidx.compose.ui.Modifier
import androidx.compose.ui.tooling.preview.Preview
import androidx.core.app.ActivityCompat
import com.k2fsa.sherpa.onnx.SpokenLanguageIdentification
import com.k2fsa.sherpa.onnx.slid.ui.theme.SherpaOnnxSpokenLanguageIdentificationTheme
const val TAG = "sherpa-onnx"
private const val REQUEST_RECORD_AUDIO_PERMISSION = 200
class MainActivity : ComponentActivity() {
private val permissions: Array<String> = arrayOf(Manifest.permission.RECORD_AUDIO)
override fun onCreate(savedInstanceState: Bundle?) {
super.onCreate(savedInstanceState)
setContent {
SpokenLanguageIdentificationApp()
}
ActivityCompat.requestPermissions(this, permissions, REQUEST_RECORD_AUDIO_PERMISSION)
Slid.initSlid(this.assets)
}
@Suppress("DEPRECATION")
@Deprecated("Deprecated in Java")
override fun onRequestPermissionsResult(
requestCode: Int,
permissions: Array<out String>,
grantResults: IntArray
) {
super.onRequestPermissionsResult(requestCode, permissions, grantResults)
val permissionToRecordAccepted = if (requestCode == REQUEST_RECORD_AUDIO_PERMISSION) {
grantResults[0] == PackageManager.PERMISSION_GRANTED
} else {
false
}
if (!permissionToRecordAccepted) {
Log.e(TAG, "Audio record is disallowed")
Toast.makeText(
this,
"This App needs access to the microphone",
Toast.LENGTH_SHORT
)
.show()
finish()
}
Log.i(TAG, "Audio record is permitted")
}
}
@Composable
fun SpokenLanguageIdentificationApp() {
SherpaOnnxSpokenLanguageIdentificationTheme {
// A surface container using the 'background' color from the theme
Surface(
modifier = Modifier.fillMaxSize(),
color = MaterialTheme.colorScheme.background
) {
Home()
}
}
}

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../../../../../../../../../../SherpaOnnxAudioTagging/app/src/main/java/com/k2fsa/sherpa/onnx/audio/tagging/OfflineStream.kt

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package com.k2fsa.sherpa.onnx
import android.content.res.AssetManager
import android.util.Log
private val TAG = "sherpa-onnx"
data class SpokenLanguageIdentificationWhisperConfig (
var encoder: String,
var decoder: String,
var tailPaddings: Int = -1,
)
data class SpokenLanguageIdentificationConfig (
var whisper: SpokenLanguageIdentificationWhisperConfig,
var numThreads: Int = 1,
var debug: Boolean = false,
var provider: String = "cpu",
)
class SpokenLanguageIdentification (
assetManager: AssetManager? = null,
config: SpokenLanguageIdentificationConfig,
) {
private var ptr: Long
init {
ptr = if (assetManager != null) {
newFromAsset(assetManager, config)
} else {
newFromFile(config)
}
}
protected fun finalize() {
if (ptr != 0L) {
delete(ptr)
ptr = 0
}
}
fun release() = finalize()
fun createStream(): OfflineStream {
val p = createStream(ptr)
return OfflineStream(p)
}
fun compute(stream: OfflineStream) = compute(ptr, stream.ptr)
private external fun newFromAsset(
assetManager: AssetManager,
config: SpokenLanguageIdentificationConfig,
): Long
private external fun newFromFile(
config: SpokenLanguageIdentificationConfig,
): Long
private external fun delete(ptr: Long)
private external fun createStream(ptr: Long): Long
private external fun compute(ptr: Long, streamPtr: Long): String
companion object {
init {
System.loadLibrary("sherpa-onnx-jni")
}
}
}
// please refer to
// https://k2-fsa.github.io/sherpa/onnx/spolken-language-identification/pretrained_models.html#whisper
// to download more models
fun getSpokenLanguageIdentificationConfig(type: Int, numThreads: Int=1): SpokenLanguageIdentificationConfig? {
when (type) {
0 -> {
val modelDir = "sherpa-onnx-whisper-tiny"
return SpokenLanguageIdentificationConfig(
whisper = SpokenLanguageIdentificationWhisperConfig(
encoder = "$modelDir/tiny-encoder.int8.onnx",
decoder = "$modelDir/tiny-decoder.int8.onnx",
),
numThreads = numThreads,
debug = true,
)
}
1 -> {
val modelDir = "sherpa-onnx-whisper-base"
return SpokenLanguageIdentificationConfig(
whisper = SpokenLanguageIdentificationWhisperConfig(
encoder = "$modelDir/tiny-encoder.int8.onnx",
decoder = "$modelDir/tiny-decoder.int8.onnx",
),
numThreads = 1,
debug = true,
)
}
}
return null
}

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package com.k2fsa.sherpa.onnx.slid
import android.content.res.AssetManager
import android.util.Log
import com.k2fsa.sherpa.onnx.SpokenLanguageIdentification
import com.k2fsa.sherpa.onnx.getSpokenLanguageIdentificationConfig
import java.util.Locale
object Slid {
private var _slid: SpokenLanguageIdentification? = null
private var _localeMap = mutableMapOf<String, String>()
val slid: SpokenLanguageIdentification
get() {
return _slid!!
}
val localeMap : Map<String, String>
get() {
return _localeMap
}
fun initSlid(assetManager: AssetManager? = null, numThreads: Int = 1) {
synchronized(this) {
if (_slid == null) {
Log.i(TAG, "Initializing slid")
val config =
getSpokenLanguageIdentificationConfig(type = 0, numThreads = numThreads)!!
_slid = SpokenLanguageIdentification(assetManager, config)
}
if (_localeMap.isEmpty()) {
val allLang = Locale.getISOLanguages();
for (lang in allLang) {
val locale = Locale(lang)
_localeMap[lang] = locale.displayName
}
}
}
}
}

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package com.k2fsa.sherpa.onnx.slid.ui.theme
import androidx.compose.ui.graphics.Color
val Purple80 = Color(0xFFD0BCFF)
val PurpleGrey80 = Color(0xFFCCC2DC)
val Pink80 = Color(0xFFEFB8C8)
val Purple40 = Color(0xFF6650a4)
val PurpleGrey40 = Color(0xFF625b71)
val Pink40 = Color(0xFF7D5260)

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package com.k2fsa.sherpa.onnx.slid.ui.theme
import android.app.Activity
import android.os.Build
import androidx.compose.foundation.isSystemInDarkTheme
import androidx.compose.material3.MaterialTheme
import androidx.compose.material3.darkColorScheme
import androidx.compose.material3.dynamicDarkColorScheme
import androidx.compose.material3.dynamicLightColorScheme
import androidx.compose.material3.lightColorScheme
import androidx.compose.runtime.Composable
import androidx.compose.runtime.SideEffect
import androidx.compose.ui.graphics.toArgb
import androidx.compose.ui.platform.LocalContext
import androidx.compose.ui.platform.LocalView
import androidx.core.view.WindowCompat
private val DarkColorScheme = darkColorScheme(
primary = Purple80,
secondary = PurpleGrey80,
tertiary = Pink80
)
private val LightColorScheme = lightColorScheme(
primary = Purple40,
secondary = PurpleGrey40,
tertiary = Pink40
/* Other default colors to override
background = Color(0xFFFFFBFE),
surface = Color(0xFFFFFBFE),
onPrimary = Color.White,
onSecondary = Color.White,
onTertiary = Color.White,
onBackground = Color(0xFF1C1B1F),
onSurface = Color(0xFF1C1B1F),
*/
)
@Composable
fun SherpaOnnxSpokenLanguageIdentificationTheme(
darkTheme: Boolean = isSystemInDarkTheme(),
// Dynamic color is available on Android 12+
dynamicColor: Boolean = true,
content: @Composable () -> Unit
) {
val colorScheme = when {
dynamicColor && Build.VERSION.SDK_INT >= Build.VERSION_CODES.S -> {
val context = LocalContext.current
if (darkTheme) dynamicDarkColorScheme(context) else dynamicLightColorScheme(context)
}
darkTheme -> DarkColorScheme
else -> LightColorScheme
}
val view = LocalView.current
if (!view.isInEditMode) {
SideEffect {
val window = (view.context as Activity).window
window.statusBarColor = colorScheme.primary.toArgb()
WindowCompat.getInsetsController(window, view).isAppearanceLightStatusBars = darkTheme
}
}
MaterialTheme(
colorScheme = colorScheme,
typography = Typography,
content = content
)
}

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package com.k2fsa.sherpa.onnx.slid.ui.theme
import androidx.compose.material3.Typography
import androidx.compose.ui.text.TextStyle
import androidx.compose.ui.text.font.FontFamily
import androidx.compose.ui.text.font.FontWeight
import androidx.compose.ui.unit.sp
// Set of Material typography styles to start with
val Typography = Typography(
bodyLarge = TextStyle(
fontFamily = FontFamily.Default,
fontWeight = FontWeight.Normal,
fontSize = 16.sp,
lineHeight = 24.sp,
letterSpacing = 0.5.sp
)
/* Other default text styles to override
titleLarge = TextStyle(
fontFamily = FontFamily.Default,
fontWeight = FontWeight.Normal,
fontSize = 22.sp,
lineHeight = 28.sp,
letterSpacing = 0.sp
),
labelSmall = TextStyle(
fontFamily = FontFamily.Default,
fontWeight = FontWeight.Medium,
fontSize = 11.sp,
lineHeight = 16.sp,
letterSpacing = 0.5.sp
)
*/
)

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<?xml version="1.0" encoding="utf-8"?>
<resources>
<color name="purple_200">#FFBB86FC</color>
<color name="purple_500">#FF6200EE</color>
<color name="purple_700">#FF3700B3</color>
<color name="teal_200">#FF03DAC5</color>
<color name="teal_700">#FF018786</color>
<color name="black">#FF000000</color>
<color name="white">#FFFFFFFF</color>
</resources>

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<resources>
<string name="app_name">SherpaOnnxSpokenLanguageIdentification</string>
</resources>

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<?xml version="1.0" encoding="utf-8"?>
<resources>
<style name="Theme.SherpaOnnxSpokenLanguageIdentification" parent="android:Theme.Material.Light.NoActionBar" />
</resources>

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<?xml version="1.0" encoding="utf-8"?><!--
Sample backup rules file; uncomment and customize as necessary.
See https://developer.android.com/guide/topics/data/autobackup
for details.
Note: This file is ignored for devices older that API 31
See https://developer.android.com/about/versions/12/backup-restore
-->
<full-backup-content>
<!--
<include domain="sharedpref" path="."/>
<exclude domain="sharedpref" path="device.xml"/>
-->
</full-backup-content>

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<?xml version="1.0" encoding="utf-8"?><!--
Sample data extraction rules file; uncomment and customize as necessary.
See https://developer.android.com/about/versions/12/backup-restore#xml-changes
for details.
-->
<data-extraction-rules>
<cloud-backup>
<!-- TODO: Use <include> and <exclude> to control what is backed up.
<include .../>
<exclude .../>
-->
</cloud-backup>
<!--
<device-transfer>
<include .../>
<exclude .../>
</device-transfer>
-->
</data-extraction-rules>