Add CTC HLG decoding for JNI (#810)
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49
java-api-examples/NonStreamingDecodeFileNemo.java
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49
java-api-examples/NonStreamingDecodeFileNemo.java
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// Copyright 2024 Xiaomi Corporation
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// This file shows how to use an offline NeMo CTC model, i.e., non-streaming NeMo CTC model,,
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// to decode files.
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import com.k2fsa.sherpa.onnx.*;
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public class NonStreamingDecodeFileNemo {
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public static void main(String[] args) {
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// please refer to
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// https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-nemo-ctc-en-citrinet-512.tar.bz2
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// to download model files
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String model = "./sherpa-onnx-nemo-ctc-en-citrinet-512/model.int8.onnx";
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String tokens = "./sherpa-onnx-nemo-ctc-en-citrinet-512/tokens.txt";
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String waveFilename = "./sherpa-onnx-nemo-ctc-en-citrinet-512/test_wavs/1.wav";
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WaveReader reader = new WaveReader(waveFilename);
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OfflineNemoEncDecCtcModelConfig nemo =
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OfflineNemoEncDecCtcModelConfig.builder().setModel(model).build();
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OfflineModelConfig modelConfig =
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OfflineModelConfig.builder()
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.setNemo(nemo)
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.setTokens(tokens)
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.setNumThreads(1)
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.setDebug(true)
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.build();
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OfflineRecognizerConfig config =
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OfflineRecognizerConfig.builder()
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.setOfflineModelConfig(modelConfig)
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.setDecodingMethod("greedy_search")
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.build();
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OfflineRecognizer recognizer = new OfflineRecognizer(config);
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OfflineStream stream = recognizer.createStream();
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stream.acceptWaveform(reader.getSamples(), reader.getSampleRate());
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recognizer.decode(stream);
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String text = recognizer.getResult(stream).getText();
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System.out.printf("filename:%s\nresult:%s\n", waveFilename, text);
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stream.release();
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recognizer.release();
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}
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}
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@@ -8,6 +8,7 @@ This directory contains examples for the JAVA API of sherpa-onnx.
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```
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./run-streaming-decode-file-ctc.sh
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./run-streaming-decode-file-ctc-hlg.sh
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./run-streaming-decode-file-paraformer.sh
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./run-streaming-decode-file-transducer.sh
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```
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@@ -18,4 +19,5 @@ This directory contains examples for the JAVA API of sherpa-onnx.
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./run-non-streaming-decode-file-paraformer.sh
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./run-non-streaming-decode-file-transducer.sh
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./run-non-streaming-decode-file-whisper.sh
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./run-non-streaming-decode-file-nemo.sh
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```
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58
java-api-examples/StreamingDecodeFileCtcHLG.java
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58
java-api-examples/StreamingDecodeFileCtcHLG.java
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// Copyright 2024 Xiaomi Corporation
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// This file shows how to use an online CTC model, i.e., streaming CTC model,
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// to decode files.
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import com.k2fsa.sherpa.onnx.*;
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public class StreamingDecodeFileCtcHLG {
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public static void main(String[] args) {
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// please refer to
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// https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-ctc-small-2024-03-18.tar.bz2
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// to download model files
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String model =
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"./sherpa-onnx-streaming-zipformer-ctc-small-2024-03-18/ctc-epoch-30-avg-3-chunk-16-left-128.int8.onnx";
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String tokens = "./sherpa-onnx-streaming-zipformer-ctc-small-2024-03-18/tokens.txt";
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String hlg = "./sherpa-onnx-streaming-zipformer-ctc-small-2024-03-18/HLG.fst";
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String waveFilename = "./sherpa-onnx-streaming-zipformer-ctc-small-2024-03-18/test_wavs/8k.wav";
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WaveReader reader = new WaveReader(waveFilename);
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OnlineZipformer2CtcModelConfig ctc =
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OnlineZipformer2CtcModelConfig.builder().setModel(model).build();
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OnlineModelConfig modelConfig =
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OnlineModelConfig.builder()
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.setZipformer2Ctc(ctc)
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.setTokens(tokens)
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.setNumThreads(1)
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.setDebug(true)
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.build();
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OnlineCtcFstDecoderConfig ctcFstDecoderConfig =
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OnlineCtcFstDecoderConfig.builder().setGraph("hlg").build();
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OnlineRecognizerConfig config =
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OnlineRecognizerConfig.builder()
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.setOnlineModelConfig(modelConfig)
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.setCtcFstDecoderConfig(ctcFstDecoderConfig)
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.build();
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OnlineRecognizer recognizer = new OnlineRecognizer(config);
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OnlineStream stream = recognizer.createStream();
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stream.acceptWaveform(reader.getSamples(), reader.getSampleRate());
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float[] tailPaddings = new float[(int) (0.3 * reader.getSampleRate())];
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stream.acceptWaveform(tailPaddings, reader.getSampleRate());
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while (recognizer.isReady(stream)) {
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recognizer.decode(stream);
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}
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String text = recognizer.getResult(stream).getText();
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System.out.printf("filename:%s\nresult:%s\n", waveFilename, text);
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stream.release();
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recognizer.release();
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}
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}
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51
java-api-examples/run-non-streaming-decode-file-nemo.sh
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51
java-api-examples/run-non-streaming-decode-file-nemo.sh
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#!/usr/bin/env bash
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set -ex
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if [[ ! -f ../build/lib/libsherpa-onnx-jni.dylib && ! -f ../build/lib/libsherpa-onnx-jni.so ]]; then
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mkdir -p ../build
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pushd ../build
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cmake \
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-DSHERPA_ONNX_ENABLE_PYTHON=OFF \
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-DSHERPA_ONNX_ENABLE_TESTS=OFF \
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-DSHERPA_ONNX_ENABLE_CHECK=OFF \
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-DBUILD_SHARED_LIBS=ON \
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-DSHERPA_ONNX_ENABLE_PORTAUDIO=OFF \
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-DSHERPA_ONNX_ENABLE_JNI=ON \
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..
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make -j4
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ls -lh lib
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popd
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fi
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if [ ! -f ../sherpa-onnx/java-api/build/sherpa-onnx.jar ]; then
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pushd ../sherpa-onnx/java-api
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make
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popd
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fi
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if [[ ! -f ../build/lib/libsherpa-onnx-jni.dylib && ! -f ../build/lib/libsherpa-onnx-jni.so ]]; then
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cmake \
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-DSHERPA_ONNX_ENABLE_PYTHON=OFF \
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-DSHERPA_ONNX_ENABLE_TESTS=OFF \
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-DSHERPA_ONNX_ENABLE_CHECK=OFF \
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-DBUILD_SHARED_LIBS=ON \
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-DSHERPA_ONNX_ENABLE_PORTAUDIO=OFF \
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-DSHERPA_ONNX_ENABLE_JNI=ON \
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..
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make -j4
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ls -lh lib
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fi
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if [ ! -f ./sherpa-onnx-nemo-ctc-en-citrinet-512/tokens.txt ]; then
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curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-nemo-ctc-en-citrinet-512.tar.bz2
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tar xvf sherpa-onnx-nemo-ctc-en-citrinet-512.tar.bz2
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rm sherpa-onnx-nemo-ctc-en-citrinet-512.tar.bz2
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fi
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java \
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-Djava.library.path=$PWD/../build/lib \
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-cp ../sherpa-onnx/java-api/build/sherpa-onnx.jar \
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NonStreamingDecodeFileNemo.java
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36
java-api-examples/run-streaming-decode-file-ctc-hlg.sh
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36
java-api-examples/run-streaming-decode-file-ctc-hlg.sh
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#!/usr/bin/env bash
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set -ex
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if [[ ! -f ../build/lib/libsherpa-onnx-jni.dylib && ! -f ../build/lib/libsherpa-onnx-jni.so ]]; then
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mkdir -p ../build
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pushd ../build
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cmake \
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-DSHERPA_ONNX_ENABLE_PYTHON=OFF \
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-DSHERPA_ONNX_ENABLE_TESTS=OFF \
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-DSHERPA_ONNX_ENABLE_CHECK=OFF \
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-DBUILD_SHARED_LIBS=ON \
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-DSHERPA_ONNX_ENABLE_PORTAUDIO=OFF \
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-DSHERPA_ONNX_ENABLE_JNI=ON \
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..
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make -j4
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ls -lh lib
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popd
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fi
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if [ ! -f ../sherpa-onnx/java-api/build/sherpa-onnx.jar ]; then
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pushd ../sherpa-onnx/java-api
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make
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popd
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fi
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if [ ! -f ./sherpa-onnx-streaming-zipformer-ctc-small-2024-03-18/tokens.txt ]; then
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curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-streaming-zipformer-ctc-small-2024-03-18.tar.bz2
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tar xvf sherpa-onnx-streaming-zipformer-ctc-small-2024-03-18.tar.bz2
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rm sherpa-onnx-streaming-zipformer-ctc-small-2024-03-18.tar.bz2
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fi
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java \
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-Djava.library.path=$PWD/../build/lib \
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-cp ../sherpa-onnx/java-api/build/sherpa-onnx.jar \
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StreamingDecodeFileCtcHLG.java
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