Add Kotlin API for audio tagging (#770)
This commit is contained in:
95
kotlin-api-examples/AudioTagging.kt
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95
kotlin-api-examples/AudioTagging.kt
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@@ -0,0 +1,95 @@
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package com.k2fsa.sherpa.onnx
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import android.content.res.AssetManager
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import android.util.Log
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private val TAG = "sherpa-onnx"
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data class OfflineZipformerAudioTaggingModelConfig (
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val model: String,
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)
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data class AudioTaggingModelConfig (
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var zipformer: OfflineZipformerAudioTaggingModelConfig,
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var numThreads: Int = 1,
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var debug: Boolean = false,
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var provider: String = "cpu",
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)
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data class AudioTaggingConfig (
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var model: AudioTaggingModelConfig,
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var labels: String,
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var topK: Int = 5,
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)
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data class AudioEvent (
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val name: String,
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val index: Int,
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val prob: Float,
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)
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class AudioTagging(
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assetManager: AssetManager? = null,
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config: AudioTaggingConfig,
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) {
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private var ptr: Long
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init {
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ptr = if (assetManager != null) {
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newFromAsset(assetManager, config)
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} else {
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newFromFile(config)
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}
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}
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protected fun finalize() {
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if(ptr != 0L) {
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delete(ptr)
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ptr = 0
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}
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}
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fun release() = finalize()
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fun createStream(): OfflineStream {
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val p = createStream(ptr)
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return OfflineStream(p)
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}
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fun compute(stream: OfflineStream, topK: Int=-1): ArrayList<AudioEvent> {
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var events :Array<Any> = compute(ptr, stream.ptr, topK)
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val ans = ArrayList<AudioEvent>()
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for (e in events) {
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val p :Array<Any> = e as Array<Any>
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ans.add(AudioEvent(
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name=p[0] as String,
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index=p[1] as Int,
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prob=p[2] as Float,
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))
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}
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return ans
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}
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private external fun newFromAsset(
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assetManager: AssetManager,
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config: AudioTaggingConfig,
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): Long
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private external fun newFromFile(
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config: AudioTaggingConfig,
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): Long
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private external fun delete(ptr: Long)
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private external fun createStream(ptr: Long): Long
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private external fun compute(ptr: Long, streamPtr: Long, topK: Int): Array<Any>
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companion object {
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init {
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System.loadLibrary("sherpa-onnx-jni")
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}
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}
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}
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@@ -7,12 +7,56 @@ fun callback(samples: FloatArray): Unit {
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}
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fun main() {
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testAudioTagging()
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testSpeakerRecognition()
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testTts()
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testAsr("transducer")
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testAsr("zipformer2-ctc")
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}
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fun testAudioTagging() {
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val config = AudioTaggingConfig(
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model=AudioTaggingModelConfig(
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zipformer=OfflineZipformerAudioTaggingModelConfig(
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model="./sherpa-onnx-zipformer-audio-tagging-2024-04-09/model.int8.onnx",
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),
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numThreads=1,
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debug=true,
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provider="cpu",
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),
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labels="./sherpa-onnx-zipformer-audio-tagging-2024-04-09/class_labels_indices.csv",
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topK=5,
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)
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val tagger = AudioTagging(assetManager=null, config=config)
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val testFiles = arrayOf(
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"./sherpa-onnx-zipformer-audio-tagging-2024-04-09/test_wavs/1.wav",
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"./sherpa-onnx-zipformer-audio-tagging-2024-04-09/test_wavs/2.wav",
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"./sherpa-onnx-zipformer-audio-tagging-2024-04-09/test_wavs/3.wav",
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"./sherpa-onnx-zipformer-audio-tagging-2024-04-09/test_wavs/4.wav",
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)
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println("----------")
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for (waveFilename in testFiles) {
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val stream = tagger.createStream()
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val objArray = WaveReader.readWaveFromFile(
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filename = waveFilename,
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)
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val samples: FloatArray = objArray[0] as FloatArray
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val sampleRate: Int = objArray[1] as Int
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stream.acceptWaveform(samples, sampleRate = sampleRate)
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val events = tagger.compute(stream)
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stream.release()
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println(waveFilename)
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println(events)
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println("----------")
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}
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tagger.release()
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}
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fun computeEmbedding(extractor: SpeakerEmbeddingExtractor, filename: String): FloatArray {
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var objArray = WaveReader.readWaveFromFile(
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filename = filename,
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24
kotlin-api-examples/OfflineStream.kt
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24
kotlin-api-examples/OfflineStream.kt
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@@ -0,0 +1,24 @@
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package com.k2fsa.sherpa.onnx
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class OfflineStream(var ptr: Long) {
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fun acceptWaveform(samples: FloatArray, sampleRate: Int) =
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acceptWaveform(ptr, samples, sampleRate)
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protected fun finalize() {
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if(ptr != 0L) {
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delete(ptr)
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ptr = 0
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}
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}
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fun release() = finalize()
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private external fun acceptWaveform(ptr: Long, samples: FloatArray, sampleRate: Int)
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private external fun delete(ptr: Long)
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companion object {
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init {
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System.loadLibrary("sherpa-onnx-jni")
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}
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}
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}
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@@ -4,8 +4,7 @@
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# Note: This scripts runs only on Linux and macOS, though sherpa-onnx
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# supports building JNI libs for Windows.
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set -e
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set -ex
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cd ..
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mkdir -p build
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@@ -29,59 +28,93 @@ export LD_LIBRARY_PATH=$PWD/build/lib:$LD_LIBRARY_PATH
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cd ../kotlin-api-examples
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if [ ! -f ./3dspeaker_speech_eres2net_large_sv_zh-cn_3dspeaker_16k.onnx ]; then
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wget -q https://github.com/k2-fsa/sherpa-onnx/releases/download/speaker-recongition-models/3dspeaker_speech_eres2net_large_sv_zh-cn_3dspeaker_16k.onnx
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fi
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function testSpeakerEmbeddingExtractor() {
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if [ ! -f ./3dspeaker_speech_eres2net_large_sv_zh-cn_3dspeaker_16k.onnx ]; then
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wget -q https://github.com/k2-fsa/sherpa-onnx/releases/download/speaker-recongition-models/3dspeaker_speech_eres2net_large_sv_zh-cn_3dspeaker_16k.onnx
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fi
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if [ ! -f ./speaker1_a_cn_16k.wav ]; then
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wget -q https://github.com/csukuangfj/sr-data/raw/main/test/3d-speaker/speaker1_a_cn_16k.wav
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fi
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if [ ! -f ./speaker1_a_cn_16k.wav ]; then
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wget -q https://github.com/csukuangfj/sr-data/raw/main/test/3d-speaker/speaker1_a_cn_16k.wav
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fi
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if [ ! -f ./speaker1_b_cn_16k.wav ]; then
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wget -q https://github.com/csukuangfj/sr-data/raw/main/test/3d-speaker/speaker1_b_cn_16k.wav
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fi
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if [ ! -f ./speaker1_b_cn_16k.wav ]; then
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wget -q https://github.com/csukuangfj/sr-data/raw/main/test/3d-speaker/speaker1_b_cn_16k.wav
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fi
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if [ ! -f ./speaker2_a_cn_16k.wav ]; then
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wget -q https://github.com/csukuangfj/sr-data/raw/main/test/3d-speaker/speaker2_a_cn_16k.wav
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fi
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if [ ! -f ./speaker2_a_cn_16k.wav ]; then
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wget -q https://github.com/csukuangfj/sr-data/raw/main/test/3d-speaker/speaker2_a_cn_16k.wav
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fi
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}
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if [ ! -f ./sherpa-onnx-streaming-zipformer-en-2023-02-21/tokens.txt ]; then
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git lfs install
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git clone https://huggingface.co/csukuangfj/sherpa-onnx-streaming-zipformer-en-2023-02-21
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fi
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function testAsr() {
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if [ ! -f ./sherpa-onnx-streaming-zipformer-en-2023-02-21/tokens.txt ]; then
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git lfs install
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git clone https://huggingface.co/csukuangfj/sherpa-onnx-streaming-zipformer-en-2023-02-21
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fi
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if [ ! -d ./sherpa-onnx-streaming-zipformer-ctc-multi-zh-hans-2023-12-13 ]; then
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wget -q https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-ctc-multi-zh-hans-2023-12-13.tar.bz2
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tar xvf sherpa-onnx-streaming-zipformer-ctc-multi-zh-hans-2023-12-13.tar.bz2
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rm sherpa-onnx-streaming-zipformer-ctc-multi-zh-hans-2023-12-13.tar.bz2
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fi
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if [ ! -d ./sherpa-onnx-streaming-zipformer-ctc-multi-zh-hans-2023-12-13 ]; then
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wget -q https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-ctc-multi-zh-hans-2023-12-13.tar.bz2
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tar xvf sherpa-onnx-streaming-zipformer-ctc-multi-zh-hans-2023-12-13.tar.bz2
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rm sherpa-onnx-streaming-zipformer-ctc-multi-zh-hans-2023-12-13.tar.bz2
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fi
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}
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if [ ! -f ./vits-piper-en_US-amy-low/en_US-amy-low.onnx ]; then
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wget -q https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/vits-piper-en_US-amy-low.tar.bz2
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tar xf vits-piper-en_US-amy-low.tar.bz2
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rm vits-piper-en_US-amy-low.tar.bz2
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fi
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function testTts() {
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if [ ! -f ./vits-piper-en_US-amy-low/en_US-amy-low.onnx ]; then
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wget -q https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/vits-piper-en_US-amy-low.tar.bz2
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tar xf vits-piper-en_US-amy-low.tar.bz2
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rm vits-piper-en_US-amy-low.tar.bz2
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fi
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}
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kotlinc-jvm -include-runtime -d main.jar Main.kt WaveReader.kt SherpaOnnx.kt faked-asset-manager.kt Tts.kt Speaker.kt faked-log.kt
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function testAudioTagging() {
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if [ ! -d sherpa-onnx-zipformer-audio-tagging-2024-04-09 ]; then
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curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/audio-tagging-models/sherpa-onnx-zipformer-audio-tagging-2024-04-09.tar.bz2
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tar xvf sherpa-onnx-zipformer-audio-tagging-2024-04-09.tar.bz2
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rm sherpa-onnx-zipformer-audio-tagging-2024-04-09.tar.bz2
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fi
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}
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function test() {
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testAudioTagging
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testSpeakerEmbeddingExtractor
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testAsr
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testTts
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}
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test
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kotlinc-jvm -include-runtime -d main.jar \
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AudioTagging.kt \
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Main.kt \
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OfflineStream.kt \
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SherpaOnnx.kt \
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Speaker.kt \
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Tts.kt \
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WaveReader.kt \
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faked-asset-manager.kt \
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faked-log.kt
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ls -lh main.jar
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java -Djava.library.path=../build/lib -jar main.jar
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# For two-pass
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function testTwoPass() {
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if [ ! -f ./sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/encoder-epoch-99-avg-1.int8.onnx ]; then
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wget https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2
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tar xvf sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2
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rm sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2
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fi
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if [ ! -f ./sherpa-onnx-streaming-zipformer-en-20M-2023-02-17/encoder-epoch-99-avg-1.int8.onnx ]; then
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wget https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2
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tar xvf sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2
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rm sherpa-onnx-streaming-zipformer-en-20M-2023-02-17.tar.bz2
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fi
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if [ ! -f ./sherpa-onnx-whisper-tiny.en/tiny.en-encoder.int8.onnx ]; then
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wget https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-whisper-tiny.en.tar.bz2
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tar xvf sherpa-onnx-whisper-tiny.en.tar.bz2
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rm sherpa-onnx-whisper-tiny.en.tar.bz2
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fi
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if [ ! -f ./sherpa-onnx-whisper-tiny.en/tiny.en-encoder.int8.onnx ]; then
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wget https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-whisper-tiny.en.tar.bz2
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tar xvf sherpa-onnx-whisper-tiny.en.tar.bz2
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rm sherpa-onnx-whisper-tiny.en.tar.bz2
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fi
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kotlinc-jvm -include-runtime -d 2pass.jar test-2pass.kt WaveReader.kt SherpaOnnx2Pass.kt faked-asset-manager.kt
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ls -lh 2pass.jar
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java -Djava.library.path=../build/lib -jar 2pass.jar
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}
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kotlinc-jvm -include-runtime -d 2pass.jar test-2pass.kt WaveReader.kt SherpaOnnx2Pass.kt faked-asset-manager.kt
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ls -lh 2pass.jar
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java -Djava.library.path=../build/lib -jar 2pass.jar
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testTwoPass
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