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whisper.android : support benchmark for Android example. (#542)
Browse files* whisper.android: Support benchmark for Android example.
* whisper.android: update screenshot in README.
* update: Make text selectable for copy & paste.
* Update whisper.h to restore API name
Co-authored-by: Georgi Gerganov <[email protected]>
* whisper.android: Restore original API names.
---------
Co-authored-by: tinoue <[email protected]>
Co-authored-by: Georgi Gerganov <[email protected]>
- examples/whisper.android/README.md +1 -1
- examples/whisper.android/app/src/main/java/com/whispercppdemo/ui/main/MainScreen.kt +18 -3
- examples/whisper.android/app/src/main/java/com/whispercppdemo/ui/main/MainScreenViewModel.kt +29 -2
- examples/whisper.android/app/src/main/java/com/whispercppdemo/whisper/LibWhisper.kt +15 -0
- examples/whisper.android/app/src/main/jni/whisper/jni.c +28 -1
- whisper.cpp +26 -5
- whisper.h +2 -0
examples/whisper.android/README.md
CHANGED
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@@ -9,4 +9,4 @@ To use:
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5. Select the "release" active build variant, and use Android Studio to run and deploy to your device.
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[^1]: I recommend the tiny or base models for running on an Android device.
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-
<img width="300" alt="image" src="https://user-images.githubusercontent.com/
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5. Select the "release" active build variant, and use Android Studio to run and deploy to your device.
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[^1]: I recommend the tiny or base models for running on an Android device.
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+
<img width="300" alt="image" src="https://user-images.githubusercontent.com/1670775/221613663-a17bf770-27ef-45ab-9a46-a5f99ba65d2a.jpg">
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examples/whisper.android/app/src/main/java/com/whispercppdemo/ui/main/MainScreen.kt
CHANGED
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@@ -2,6 +2,7 @@ package com.whispercppdemo.ui.main
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import androidx.compose.foundation.layout.*
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import androidx.compose.foundation.rememberScrollState
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import androidx.compose.foundation.verticalScroll
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import androidx.compose.material3.*
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import androidx.compose.runtime.Composable
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@@ -19,6 +20,7 @@ fun MainScreen(viewModel: MainScreenViewModel) {
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canTranscribe = viewModel.canTranscribe,
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isRecording = viewModel.isRecording,
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messageLog = viewModel.dataLog,
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onTranscribeSampleTapped = viewModel::transcribeSample,
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onRecordTapped = viewModel::toggleRecord
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)
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@@ -30,6 +32,7 @@ private fun MainScreen(
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canTranscribe: Boolean,
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isRecording: Boolean,
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messageLog: String,
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onTranscribeSampleTapped: () -> Unit,
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onRecordTapped: () -> Unit
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) {
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@@ -45,8 +48,11 @@ private fun MainScreen(
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.padding(innerPadding)
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.padding(16.dp)
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) {
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-
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-
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RecordButton(
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enabled = canTranscribe,
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isRecording = isRecording,
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@@ -60,7 +66,16 @@ private fun MainScreen(
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@Composable
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private fun MessageLog(log: String) {
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-
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}
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@Composable
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import androidx.compose.foundation.layout.*
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import androidx.compose.foundation.rememberScrollState
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+
import androidx.compose.foundation.text.selection.SelectionContainer
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import androidx.compose.foundation.verticalScroll
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import androidx.compose.material3.*
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import androidx.compose.runtime.Composable
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canTranscribe = viewModel.canTranscribe,
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isRecording = viewModel.isRecording,
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messageLog = viewModel.dataLog,
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+
onBenchmarkTapped = viewModel::benchmark,
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onTranscribeSampleTapped = viewModel::transcribeSample,
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onRecordTapped = viewModel::toggleRecord
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)
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canTranscribe: Boolean,
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isRecording: Boolean,
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messageLog: String,
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+
onBenchmarkTapped: () -> Unit,
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onTranscribeSampleTapped: () -> Unit,
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onRecordTapped: () -> Unit
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) {
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.padding(innerPadding)
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.padding(16.dp)
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) {
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Column(verticalArrangement = Arrangement.SpaceBetween) {
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Row(horizontalArrangement = Arrangement.SpaceBetween, modifier = Modifier.fillMaxWidth()) {
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BenchmarkButton(enabled = canTranscribe, onClick = onBenchmarkTapped)
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TranscribeSampleButton(enabled = canTranscribe, onClick = onTranscribeSampleTapped)
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}
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RecordButton(
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enabled = canTranscribe,
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isRecording = isRecording,
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@Composable
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private fun MessageLog(log: String) {
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SelectionContainer() {
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Text(modifier = Modifier.verticalScroll(rememberScrollState()), text = log)
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}
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}
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@Composable
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private fun BenchmarkButton(enabled: Boolean, onClick: () -> Unit) {
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Button(onClick = onClick, enabled = enabled) {
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Text("Benchmark")
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}
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}
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@Composable
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examples/whisper.android/app/src/main/java/com/whispercppdemo/ui/main/MainScreenViewModel.kt
CHANGED
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@@ -41,10 +41,15 @@ class MainScreenViewModel(private val application: Application) : ViewModel() {
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init {
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viewModelScope.launch {
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loadData()
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}
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}
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private suspend fun loadData() {
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printMessage("Loading data...\n")
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try {
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@@ -81,10 +86,29 @@ class MainScreenViewModel(private val application: Application) : ViewModel() {
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//whisperContext = WhisperContext.createContextFromFile(firstModel.absolutePath)
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}
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fun transcribeSample() = viewModelScope.launch {
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transcribeAudio(getFirstSample())
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}
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private suspend fun getFirstSample(): File = withContext(Dispatchers.IO) {
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samplesPath.listFiles()!!.first()
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}
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@@ -114,11 +138,14 @@ class MainScreenViewModel(private val application: Application) : ViewModel() {
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canTranscribe = false
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try {
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-
printMessage("Reading wave samples
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val data = readAudioSamples(file)
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printMessage("Transcribing data...\n")
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val text = whisperContext?.transcribeData(data)
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-
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} catch (e: Exception) {
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Log.w(LOG_TAG, e)
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printMessage("${e.localizedMessage}\n")
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init {
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viewModelScope.launch {
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printSystemInfo()
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loadData()
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}
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}
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+
private suspend fun printSystemInfo() {
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printMessage(String.format("System Info: %s\n", WhisperContext.getSystemInfo()));
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}
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private suspend fun loadData() {
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printMessage("Loading data...\n")
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try {
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//whisperContext = WhisperContext.createContextFromFile(firstModel.absolutePath)
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}
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+
fun benchmark() = viewModelScope.launch {
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+
runBenchmark(6)
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+
}
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fun transcribeSample() = viewModelScope.launch {
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transcribeAudio(getFirstSample())
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}
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+
private suspend fun runBenchmark(nthreads: Int) {
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if (!canTranscribe) {
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return
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}
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canTranscribe = false
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printMessage("Running benchmark. This will take minutes...\n")
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whisperContext?.benchMemory(nthreads)?.let{ printMessage(it) }
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printMessage("\n")
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whisperContext?.benchGgmlMulMat(nthreads)?.let{ printMessage(it) }
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canTranscribe = true
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}
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private suspend fun getFirstSample(): File = withContext(Dispatchers.IO) {
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samplesPath.listFiles()!!.first()
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}
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canTranscribe = false
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try {
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+
printMessage("Reading wave samples... ")
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val data = readAudioSamples(file)
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printMessage("${data.size / (16000 / 1000)} ms\n")
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printMessage("Transcribing data...\n")
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val start = System.currentTimeMillis()
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val text = whisperContext?.transcribeData(data)
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val elapsed = System.currentTimeMillis() - start
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printMessage("Done ($elapsed ms): $text\n")
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} catch (e: Exception) {
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Log.w(LOG_TAG, e)
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printMessage("${e.localizedMessage}\n")
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examples/whisper.android/app/src/main/java/com/whispercppdemo/whisper/LibWhisper.kt
CHANGED
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@@ -27,6 +27,14 @@ class WhisperContext private constructor(private var ptr: Long) {
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}
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}
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suspend fun release() = withContext(scope.coroutineContext) {
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if (ptr != 0L) {
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WhisperLib.freeContext(ptr)
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@@ -66,6 +74,10 @@ class WhisperContext private constructor(private var ptr: Long) {
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}
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return WhisperContext(ptr)
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}
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}
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}
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@@ -117,6 +129,9 @@ private class WhisperLib {
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external fun fullTranscribe(contextPtr: Long, audioData: FloatArray)
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external fun getTextSegmentCount(contextPtr: Long): Int
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external fun getTextSegment(contextPtr: Long, index: Int): String
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}
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}
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}
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}
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+
suspend fun benchMemory(nthreads: Int): String = withContext(scope.coroutineContext) {
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return@withContext WhisperLib.benchMemcpy(nthreads)
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}
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suspend fun benchGgmlMulMat(nthreads: Int): String = withContext(scope.coroutineContext) {
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return@withContext WhisperLib.benchGgmlMulMat(nthreads)
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}
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suspend fun release() = withContext(scope.coroutineContext) {
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if (ptr != 0L) {
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WhisperLib.freeContext(ptr)
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}
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return WhisperContext(ptr)
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}
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+
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+
fun getSystemInfo(): String {
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return WhisperLib.getSystemInfo()
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+
}
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}
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}
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external fun fullTranscribe(contextPtr: Long, audioData: FloatArray)
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external fun getTextSegmentCount(contextPtr: Long): Int
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external fun getTextSegment(contextPtr: Long, index: Int): String
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+
external fun getSystemInfo(): String
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+
external fun benchMemcpy(nthread: Int): String
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+
external fun benchGgmlMulMat(nthread: Int): String
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}
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}
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examples/whisper.android/app/src/main/jni/whisper/jni.c
CHANGED
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@@ -6,6 +6,7 @@
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#include <sys/sysinfo.h>
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#include <string.h>
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#include "whisper.h"
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#define UNUSED(x) (void)(x)
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#define TAG "JNI"
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@@ -213,4 +214,30 @@ Java_com_whispercppdemo_whisper_WhisperLib_00024Companion_getTextSegment(
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const char *text = whisper_full_get_segment_text(context, index);
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| 214 |
jstring string = (*env)->NewStringUTF(env, text);
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| 215 |
return string;
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| 216 |
-
}
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#include <sys/sysinfo.h>
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#include <string.h>
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| 8 |
#include "whisper.h"
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+
#include "ggml.h"
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| 11 |
#define UNUSED(x) (void)(x)
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| 12 |
#define TAG "JNI"
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| 214 |
const char *text = whisper_full_get_segment_text(context, index);
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| 215 |
jstring string = (*env)->NewStringUTF(env, text);
|
| 216 |
return string;
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| 217 |
+
}
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| 218 |
+
|
| 219 |
+
JNIEXPORT jstring JNICALL
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| 220 |
+
Java_com_whispercppdemo_whisper_WhisperLib_00024Companion_getSystemInfo(
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| 221 |
+
JNIEnv *env, jobject thiz
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| 222 |
+
) {
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| 223 |
+
UNUSED(thiz);
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| 224 |
+
const char *sysinfo = whisper_print_system_info();
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| 225 |
+
jstring string = (*env)->NewStringUTF(env, sysinfo);
|
| 226 |
+
return string;
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| 227 |
+
}
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| 228 |
+
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| 229 |
+
JNIEXPORT jstring JNICALL
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| 230 |
+
Java_com_whispercppdemo_whisper_WhisperLib_00024Companion_benchMemcpy(JNIEnv *env, jobject thiz,
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| 231 |
+
jint n_threads) {
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| 232 |
+
UNUSED(thiz);
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| 233 |
+
const char *bench_ggml_memcpy = whisper_bench_memcpy_str(n_threads);
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| 234 |
+
jstring string = (*env)->NewStringUTF(env, bench_ggml_memcpy);
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| 235 |
+
}
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| 236 |
+
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| 237 |
+
JNIEXPORT jstring JNICALL
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| 238 |
+
Java_com_whispercppdemo_whisper_WhisperLib_00024Companion_benchGgmlMulMat(JNIEnv *env, jobject thiz,
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| 239 |
+
jint n_threads) {
|
| 240 |
+
UNUSED(thiz);
|
| 241 |
+
const char *bench_ggml_mul_mat = whisper_bench_ggml_mul_mat_str(n_threads);
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| 242 |
+
jstring string = (*env)->NewStringUTF(env, bench_ggml_mul_mat);
|
| 243 |
+
}
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whisper.cpp
CHANGED
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@@ -4551,6 +4551,15 @@ float whisper_full_get_token_p(struct whisper_context * ctx, int i_segment, int
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| 4551 |
//
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| 4552 |
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| 4553 |
WHISPER_API int whisper_bench_memcpy(int n_threads) {
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| 4554 |
ggml_time_init();
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| 4556 |
size_t n = 50;
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@@ -4580,7 +4589,8 @@ WHISPER_API int whisper_bench_memcpy(int n_threads) {
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| 4580 |
src[0] = rand();
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| 4581 |
}
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| 4582 |
|
| 4583 |
-
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| 4584 |
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| 4585 |
// needed to prevent the compile from optimizing the memcpy away
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| 4586 |
{
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@@ -4588,16 +4598,26 @@ WHISPER_API int whisper_bench_memcpy(int n_threads) {
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| 4588 |
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| 4589 |
for (size_t i = 0; i < size; i++) sum += dst[i];
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| 4590 |
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| 4591 |
-
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| 4592 |
}
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| 4593 |
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| 4594 |
free(src);
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| 4595 |
free(dst);
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| 4596 |
|
| 4597 |
-
return
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| 4598 |
}
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| 4599 |
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| 4600 |
WHISPER_API int whisper_bench_ggml_mul_mat(int n_threads) {
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| 4601 |
ggml_time_init();
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| 4602 |
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| 4603 |
const int n_max = 128;
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@@ -4673,11 +4693,12 @@ WHISPER_API int whisper_bench_ggml_mul_mat(int n_threads) {
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| 4673 |
s = ((2.0*N*N*N*n)/tsum)*1e-9;
|
| 4674 |
}
|
| 4675 |
|
| 4676 |
-
|
| 4677 |
N, N, s_fp16, n_fp16, s_fp32, n_fp32);
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|
| 4678 |
}
|
| 4679 |
|
| 4680 |
-
return
|
| 4681 |
}
|
| 4682 |
|
| 4683 |
// =================================================================================================
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|
| 4551 |
//
|
| 4552 |
|
| 4553 |
WHISPER_API int whisper_bench_memcpy(int n_threads) {
|
| 4554 |
+
fputs(whisper_bench_memcpy_str(n_threads), stderr);
|
| 4555 |
+
return 0;
|
| 4556 |
+
}
|
| 4557 |
+
|
| 4558 |
+
WHISPER_API const char * whisper_bench_memcpy_str(int n_threads) {
|
| 4559 |
+
static std::string s;
|
| 4560 |
+
s = "";
|
| 4561 |
+
char strbuf[256];
|
| 4562 |
+
|
| 4563 |
ggml_time_init();
|
| 4564 |
|
| 4565 |
size_t n = 50;
|
|
|
|
| 4589 |
src[0] = rand();
|
| 4590 |
}
|
| 4591 |
|
| 4592 |
+
snprintf(strbuf, sizeof(strbuf), "memcpy: %.2f GB/s\n", (double) (n*size)/(tsum*1024llu*1024llu*1024llu));
|
| 4593 |
+
s += strbuf;
|
| 4594 |
|
| 4595 |
// needed to prevent the compile from optimizing the memcpy away
|
| 4596 |
{
|
|
|
|
| 4598 |
|
| 4599 |
for (size_t i = 0; i < size; i++) sum += dst[i];
|
| 4600 |
|
| 4601 |
+
snprintf(strbuf, sizeof(strbuf), "sum: %s %f\n", sum == -536870910.00 ? "ok" : "error", sum);
|
| 4602 |
+
s += strbuf;
|
| 4603 |
}
|
| 4604 |
|
| 4605 |
free(src);
|
| 4606 |
free(dst);
|
| 4607 |
|
| 4608 |
+
return s.c_str();
|
| 4609 |
}
|
| 4610 |
|
| 4611 |
WHISPER_API int whisper_bench_ggml_mul_mat(int n_threads) {
|
| 4612 |
+
fputs(whisper_bench_ggml_mul_mat_str(n_threads), stderr);
|
| 4613 |
+
return 0;
|
| 4614 |
+
}
|
| 4615 |
+
|
| 4616 |
+
WHISPER_API const char * whisper_bench_ggml_mul_mat_str(int n_threads) {
|
| 4617 |
+
static std::string s;
|
| 4618 |
+
s = "";
|
| 4619 |
+
char strbuf[256];
|
| 4620 |
+
|
| 4621 |
ggml_time_init();
|
| 4622 |
|
| 4623 |
const int n_max = 128;
|
|
|
|
| 4693 |
s = ((2.0*N*N*N*n)/tsum)*1e-9;
|
| 4694 |
}
|
| 4695 |
|
| 4696 |
+
snprintf(strbuf, sizeof(strbuf), "ggml_mul_mat: %5zu x %5zu: F16 %8.1f GFLOPS (%3d runs) / F32 %8.1f GFLOPS (%3d runs)\n",
|
| 4697 |
N, N, s_fp16, n_fp16, s_fp32, n_fp32);
|
| 4698 |
+
s += strbuf;
|
| 4699 |
}
|
| 4700 |
|
| 4701 |
+
return s.c_str();
|
| 4702 |
}
|
| 4703 |
|
| 4704 |
// =================================================================================================
|
whisper.h
CHANGED
|
@@ -462,7 +462,9 @@ extern "C" {
|
|
| 462 |
// Temporary helpers needed for exposing ggml interface
|
| 463 |
|
| 464 |
WHISPER_API int whisper_bench_memcpy(int n_threads);
|
|
|
|
| 465 |
WHISPER_API int whisper_bench_ggml_mul_mat(int n_threads);
|
|
|
|
| 466 |
|
| 467 |
#ifdef __cplusplus
|
| 468 |
}
|
|
|
|
| 462 |
// Temporary helpers needed for exposing ggml interface
|
| 463 |
|
| 464 |
WHISPER_API int whisper_bench_memcpy(int n_threads);
|
| 465 |
+
WHISPER_API const char * whisper_bench_memcpy_str(int n_threads);
|
| 466 |
WHISPER_API int whisper_bench_ggml_mul_mat(int n_threads);
|
| 467 |
+
WHISPER_API const char * whisper_bench_ggml_mul_mat_str(int n_threads);
|
| 468 |
|
| 469 |
#ifdef __cplusplus
|
| 470 |
}
|