java decode example for microphone (#122)
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@@ -17,6 +17,8 @@ LIB_BUILD_DIR = ./lib
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EXAMPLE_FILE = DecodeFile.java
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EXAMPLE_Mic = DecodeMic.java
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JAVAC = javac
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BUILD_DIR = build
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@@ -29,8 +31,11 @@ vpath %.class $(BUILD_DIR)
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vpath %.java src
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buildexample:
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buildfile:
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$(JAVAC) -cp lib/sherpaonnx.jar -d $(BUILD_DIR) -encoding UTF-8 src/$(EXAMPLE_FILE)
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buildmic:
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$(JAVAC) -cp lib/sherpaonnx.jar -d $(BUILD_DIR) -encoding UTF-8 src/$(EXAMPLE_Mic)
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rebuild: clean all
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@@ -43,10 +48,13 @@ clean:
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mkdir -p ./lib
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run:
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runfile:
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java -cp ./lib/sherpaonnx.jar:build $(RUNJFLAGS) DecodeFile
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java -cp ./lib/sherpaonnx.jar:build $(RUNJFLAGS) DecodeFile
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runmic:
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java -cp ./lib/sherpaonnx.jar:build $(RUNJFLAGS) DecodeMic
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buildlib: $(LIB_FILES:.java=.class)
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@@ -58,4 +66,8 @@ buildlib: $(LIB_FILES:.java=.class)
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packjar:
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jar cvfe lib/sherpaonnx.jar . -C $(BUILD_DIR) .
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all: clean buildlib packjar buildexample run
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all: clean buildlib packjar buildfile buildmic
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@@ -1,17 +1,22 @@
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0.Introduction
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---
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Java wrapper `com.k2fsa.sherpaonnx.OnlineRecognizer` for `sherpa-onnx`. Java is a cross-platform language; you can build jni .so lib according to your system, and then use the same java api for all your platform.
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``` xml
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--------------
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Java wrapper `com.k2fsa.sherpa.onnx.OnlineRecognizer` for `sherpa-onnx`. Java is a cross-platform language; you can build jni .so lib according to your system, and then use the same java api for all your platform.
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```xml
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Depend on:
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Openjdk 1.8
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```
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---
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1.Compile libsherpa-onnx-jni.so
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---
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-------------------------------
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Compile sherpa-onnx/jni/jni.cc according to your system.
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Example for Ubuntu 18.04 LTS, Openjdk 1.8.0_362:
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``` xml
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```xml
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git clone https://github.com/k2-fsa/sherpa-onnx
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cd sherpa-onnx
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mkdir build
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@@ -19,14 +24,19 @@ Example for Ubuntu 18.04 LTS, Openjdk 1.8.0_362:
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cmake -DCMAKE_BUILD_TYPE=Release -DBUILD_SHARED_LIBS=ON -DSHERPA_ONNX_ENABLE_JNI=ON ..
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make -j6
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```
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---
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2.Download asr model files
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---
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--------------------------
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[click here for more detail](https://k2-fsa.github.io/sherpa/onnx/pretrained_models/index.html)
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---
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--------------------------
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3.Config model config.cfg
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---
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``` xml
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-------------------------
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```xml
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#model config
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sample_rate=16000
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feature_dim=80
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@@ -42,11 +52,15 @@ Example for Ubuntu 18.04 LTS, Openjdk 1.8.0_362:
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decoding_method=greedy_search
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max_active_paths=4
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```
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---
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4.A simple java example
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---
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-----------------------
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refer to [java_api_example](https://github.com/k2-fsa/sherpa-onnx/blob/master/java-api-examples/src/DecodeFile.java) for more detail.
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``` java
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```java
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import com.k2fsa.sherpa.onnx.OnlineRecognizer;
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import com.k2fsa.sherpa.onnx.OnlineStream;
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String cfgpath=appdir+"/modelconfig.cfg";
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@@ -71,18 +85,34 @@ refer to [java_api_example](https://github.com/k2-fsa/sherpa-onnx/blob/master/ja
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rcgOjb.reSet(streamObj);
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rcgOjb.releaseStream(streamObj); // release stream
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rcgOjb.release(); // release recognizer
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```
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---
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5.Makefile
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---
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package jar and run app example
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package path: /sherpa-onnx/java-api-examples/lib/sherpaonnx.jar
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``` bash
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5.Makefile
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----------
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OS Ubuntu 18.04 LTS
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Build package path: /sherpa-onnx/java-api-examples/lib/sherpaonnx.jar
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5.1 Build
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```bash
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cd sherpa-onnx/java-api-examples
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make all
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```
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make all
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```
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5.2 Run DecodeFile example
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```bash
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make runfile
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```
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5.3 Run DecodeMic example
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```bash
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make runmic
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```
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223
java-api-examples/src/DecodeMic.java
Executable file
223
java-api-examples/src/DecodeMic.java
Executable file
@@ -0,0 +1,223 @@
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/*
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* // Copyright 2022-2023 by zhaoming
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*/
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/*
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Real-time speech recognition from a microphone with com.k2fsa.sherpa.onnx Java API
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example for cfgFile modelconfig.cfg
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sample_rate=16000
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feature_dim=80
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rule1_min_trailing_silence=2.4
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rule2_min_trailing_silence=1.2
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rule3_min_utterance_length=20
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encoder=/sherpa-onnx/build/bin/sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20/encoder-epoch-99-avg-1.onnx
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decoder=/sherpa-onnx/build/bin/sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20/decoder-epoch-99-avg-1.onnx
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joiner=/sherpa-onnx/build/bin/sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20/joiner-epoch-99-avg-1.onnx
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tokens=/sherpa-onnx/build/bin/sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20/tokens.txt
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num_threads=4
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enable_endpoint_detection=true
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decoding_method=greedy_search
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max_active_paths=4
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*/
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import com.k2fsa.sherpa.onnx.OnlineRecognizer;
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import com.k2fsa.sherpa.onnx.OnlineStream;
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import java.io.*;
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import java.nio.ByteBuffer;
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import java.nio.ByteOrder;
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import java.nio.ShortBuffer;
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import java.nio.charset.StandardCharsets;
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import javax.sound.sampled.AudioFormat;
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import javax.sound.sampled.AudioSystem;
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import javax.sound.sampled.DataLine;
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import javax.sound.sampled.TargetDataLine;
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/** Microphone Example */
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public class DecodeMic {
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MicRcgThread micRcgThread = null; // thread handle
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OnlineRecognizer rcgOjb; // the recognizer
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OnlineStream streamObj; // the stream
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public DecodeMic() {
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micRcgThread = new MicRcgThread(); // create a new instance for MicRcgThread
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}
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public void open() {
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micRcgThread.start(); // start to capture microphone data
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}
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public void close() {
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micRcgThread.stop(); // close capture
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}
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/** init asr engine with config file */
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public void initModelWithCfg(String cfgFile) {
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try {
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// set setSoPath() before running this
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rcgOjb = new OnlineRecognizer(cfgFile);
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streamObj = rcgOjb.createStream(); // create a stream for asr engine to feed data
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} catch (Exception e) {
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System.err.println(e);
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e.printStackTrace();
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}
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}
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/** read data from mic and feed to asr engine */
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class MicRcgThread implements Runnable {
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TargetDataLine capline; // line for capture mic data
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Thread thread; // this thread
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int segmentId = 0; // record the segment id when detect endpoint
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String preText = ""; // decoded text
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public MicRcgThread() {}
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public void start() {
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thread = new Thread(this);
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thread.start(); // start thread
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}
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public void stop() {
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capline.stop();
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capline.close();
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capline = null;
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thread = null;
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}
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/** feed captured microphone data to asr */
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public void decodeSample(byte[] samplebytes) {
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try {
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ByteBuffer byteBuf = ByteBuffer.wrap(samplebytes); // create a bytebuf for samples
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byteBuf.order(ByteOrder.LITTLE_ENDIAN); // set bytebuf to little endian
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ShortBuffer shortBuf = byteBuf.asShortBuffer(); // covert to short type
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short[] arrShort = new short[shortBuf.capacity()]; // array for copy short data
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float[] arrFloat = new float[shortBuf.capacity()]; // array for copy float data
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shortBuf.get(arrShort); // put date to arrShort
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for (int i = 0; i < arrShort.length; i++) {
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arrFloat[i] = arrShort[i] / 32768f; // loop to covert short data to float -1 to 1
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}
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streamObj.acceptWaveform(arrFloat); // feed asr engine with float data
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while (rcgOjb.isReady(streamObj)) { // if engine is ready for unprocessed data
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rcgOjb.decodeStream(streamObj); // decode for this stream
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}
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boolean isEndpoint =
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rcgOjb.isEndpoint(
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streamObj); // endpoint check, make sure enable_endpoint_detection=true in config
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// file
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String nowText = rcgOjb.getResult(streamObj); // get asr result
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String recText = "";
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byte[] utf8Data; // for covert text to utf8
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if (isEndpoint && nowText.length() > 0) {
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rcgOjb.reSet(streamObj); // reSet stream when detect endpoint
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segmentId++;
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preText = nowText;
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recText = "text(seg_" + String.valueOf(segmentId) + "):" + nowText + "\n";
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utf8Data = recText.getBytes(StandardCharsets.UTF_8);
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System.out.println(new String(utf8Data));
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}
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if (!nowText.equals(preText)) { // if preText not equal nowtext
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preText = nowText;
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recText = nowText + "\n";
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utf8Data = recText.getBytes(StandardCharsets.UTF_8);
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System.out.println(new String(utf8Data));
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}
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} catch (Exception e) {
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System.err.println(e);
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e.printStackTrace();
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}
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}
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/** run mic capture thread */
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public void run() {
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System.out.println("Started! Please speak...");
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AudioFormat.Encoding encoding = AudioFormat.Encoding.PCM_SIGNED; // the pcm format
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float rate = 16000.0f; // using 16 kHz
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int channels = 1; // single channel
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int sampleSize = 16; // sampleSize 16bit
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boolean isBigEndian = false; // using little endian
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AudioFormat format =
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new AudioFormat(
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encoding, rate, sampleSize, channels, (sampleSize / 8) * channels, rate, isBigEndian);
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DataLine.Info info = new DataLine.Info(TargetDataLine.class, format);
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// check system support such data format
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if (!AudioSystem.isLineSupported(info)) {
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System.out.println(info + " not supported.");
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return;
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}
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// open a line for capture.
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try {
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capline = (TargetDataLine) AudioSystem.getLine(info);
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capline.open(format, capline.getBufferSize());
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} catch (Exception ex) {
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System.out.println(ex);
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return;
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}
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// the buf size for mic captured each time
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int bufferLengthInBytes = capline.getBufferSize() / 8 * format.getFrameSize();
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byte[] micData = new byte[bufferLengthInBytes];
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int numBytesRead;
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capline.start(); // start to capture mic data
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while (thread != null) {
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// read data from line
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if ((numBytesRead = capline.read(micData, 0, bufferLengthInBytes)) == -1) {
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break;
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}
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decodeSample(micData); // decode mic data
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}
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// stop and close
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try {
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if (capline != null) {
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capline.stop();
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capline.close();
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capline = null;
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}
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} catch (Exception ex) {
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System.err.println(ex);
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}
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}
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} // End class DecodeMic
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public static void main(String s[]) {
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try {
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String appDir = System.getProperty("user.dir");
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System.out.println("appdir=" + appDir);
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String cfgPath = appDir + "/modelconfig.cfg";
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String soPath = appDir + "/../build/lib/libsherpa-onnx-jni.so";
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OnlineRecognizer.setSoPath(soPath); // set so. lib for OnlineRecognizer
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DecodeMic decodeEx = new DecodeMic();
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decodeEx.initModelWithCfg(cfgPath); // init asr engine
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decodeEx.open(); // open thread for mic
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System.out.print("Press Enter to EXIT!\n");
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char i = (char) System.in.read();
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decodeEx.close();
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} catch (Exception e) {
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System.err.println(e);
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e.printStackTrace();
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}
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}
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}
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