Add streaming ASR example from a microphone for Java API (#1047)
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@@ -7,6 +7,7 @@ This directory contains examples for the JAVA API of sherpa-onnx.
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## Streaming Speech recognition
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```
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./run-streaming-asr-from-mic-transducer.sh
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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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117
java-api-examples/StreamingAsrFromMicTransducer.java
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117
java-api-examples/StreamingAsrFromMicTransducer.java
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// Copyright 2022-2023 by zhaoming
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// Copyright 2024 Xiaomi Corporation
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// This file shows how to use an online transducer, i.e., streaming transducer,
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// for real-time speech recognition with a microphone.
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import com.k2fsa.sherpa.onnx.*;
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import javax.sound.sampled.*;
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public class StreamingAsrFromMicTransducer {
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public static void main(String[] args) {
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// please refer to
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// https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#csukuangfj-sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20-bilingual-chinese-english
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// to download model files
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String encoder =
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"./sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20/encoder-epoch-99-avg-1.int8.onnx";
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String decoder =
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"./sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20/decoder-epoch-99-avg-1.onnx";
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String joiner =
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"./sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20/joiner-epoch-99-avg-1.onnx";
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String tokens = "./sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20/tokens.txt";
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// https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/itn_zh_number.fst
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String ruleFsts = "./itn_zh_number.fst";
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int sampleRate = 16000;
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OnlineTransducerModelConfig transducer =
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OnlineTransducerModelConfig.builder()
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.setEncoder(encoder)
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.setDecoder(decoder)
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.setJoiner(joiner)
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.build();
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OnlineModelConfig modelConfig =
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OnlineModelConfig.builder()
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.setTransducer(transducer)
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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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OnlineRecognizerConfig config =
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OnlineRecognizerConfig.builder()
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.setOnlineModelConfig(modelConfig)
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.setDecodingMethod("greedy_search")
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.setRuleFsts(ruleFsts)
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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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// https://docs.oracle.com/javase/8/docs/api/javax/sound/sampled/AudioFormat.html
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// Linear PCM, 16000Hz, 16-bit, 1 channel, signed, little endian
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AudioFormat format = new AudioFormat(sampleRate, 16, 1, true, false);
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// https://docs.oracle.com/javase/8/docs/api/javax/sound/sampled/DataLine.Info.html#Info-java.lang.Class-javax.sound.sampled.AudioFormat-int-
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DataLine.Info info = new DataLine.Info(TargetDataLine.class, format);
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TargetDataLine targetDataLine;
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try {
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targetDataLine = (TargetDataLine) AudioSystem.getLine(info);
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targetDataLine.open(format);
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targetDataLine.start();
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} catch (LineUnavailableException e) {
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System.out.println("Failed to open target data line: " + e.getMessage());
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recognizer.release();
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stream.release();
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return;
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}
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String lastText = "";
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int segmentIndex = 0;
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// You can choose an arbitrary number
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int bufferSize = 1600; // 0.1 seconds for 16000Hz
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byte[] buffer = new byte[bufferSize * 2]; // a short has 2 bytes
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float[] samples = new float[bufferSize];
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System.out.println("Started! Please speak");
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while (targetDataLine.isOpen()) {
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int n = targetDataLine.read(buffer, 0, buffer.length);
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if (n <= 0) {
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System.out.printf("Got %d bytes. Expected %d bytes.\n", n, buffer.length);
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continue;
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}
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for (int i = 0; i != bufferSize; ++i) {
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short low = buffer[2 * i];
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short high = buffer[2 * i + 1];
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int s = (high << 8) + low;
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samples[i] = (float) s / 32768;
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}
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stream.acceptWaveform(samples, sampleRate);
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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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boolean isEndpoint = recognizer.isEndpoint(stream);
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if (!text.isEmpty() && text != " " && lastText != text) {
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lastText = text;
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System.out.printf("%d: %s\r", segmentIndex, text);
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}
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if (isEndpoint) {
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if (!text.isEmpty()) {
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System.out.println();
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segmentIndex += 1;
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}
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recognizer.reset(stream);
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}
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} // while (targetDataLine.isOpen())
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stream.release();
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recognizer.release();
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}
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}
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55
java-api-examples/run-streaming-asr-from-mic-transducer.sh
Executable file
55
java-api-examples/run-streaming-asr-from-mic-transducer.sh
Executable file
@@ -0,0 +1,55 @@
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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-streaming-zipformer-bilingual-zh-en-2023-02-20/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-bilingual-zh-en-2023-02-20.tar.bz2
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tar xvf sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20.tar.bz2
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rm sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20.tar.bz2
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fi
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if [ ! -f ./itn_zh_number.fst ]; then
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curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/itn_zh_number.fst
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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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./StreamingAsrFromMicTransducer.java
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