Fangjun Kuang
Committed by GitHub

Add Java API for speaker identification (#822)

... ... @@ -106,6 +106,15 @@ jobs:
make -j4
ls -lh lib
- name: Run java test (speaker identification)
shell: bash
run: |
cd ./java-api-examples
./run-speaker-identification.sh
# Delete model files to save space
rm -rf *.onnx
rm -rf sr-data
- name: Run java test (audio tagging)
shell: bash
run: |
... ...
... ... @@ -50,3 +50,9 @@ The punctuation model supports both English and Chinese.
./run-audio-tagging-zipformer-from-file.sh
./run-audio-tagging-ced-from-file.sh
```
## Speaker identification
```bash
./run-speaker-identification.sh
```
... ...
// Copyright 2024 Xiaomi Corporation
// This file shows how to use a speaker embedding extractor model for speaker
// identification.
import com.k2fsa.sherpa.onnx.*;
public class SpeakerIdentification {
public static float[] computeEmbedding(SpeakerEmbeddingExtractor extractor, String filename) {
WaveReader reader = new WaveReader(filename);
OnlineStream stream = extractor.createStream();
stream.acceptWaveform(reader.getSamples(), reader.getSampleRate());
stream.inputFinished();
float[] embedding = extractor.compute(stream);
stream.release();
return embedding;
}
public static void main(String[] args) {
// Please download the model from
// https://github.com/k2-fsa/sherpa-onnx/releases/tag/speaker-recongition-models
String model = "./3dspeaker_speech_eres2net_base_sv_zh-cn_3dspeaker_16k.onnx";
SpeakerEmbeddingExtractorConfig config =
SpeakerEmbeddingExtractorConfig.builder()
.setModel(model)
.setNumThreads(1)
.setDebug(true)
.build();
SpeakerEmbeddingExtractor extractor = new SpeakerEmbeddingExtractor(config);
SpeakerEmbeddingManager manager = new SpeakerEmbeddingManager(extractor.getDim());
String[] spk1Files =
new String[] {
"./sr-data/enroll/fangjun-sr-1.wav",
"./sr-data/enroll/fangjun-sr-2.wav",
"./sr-data/enroll/fangjun-sr-3.wav",
};
float[][] spk1Vec = new float[spk1Files.length][];
for (int i = 0; i < spk1Files.length; ++i) {
spk1Vec[i] = computeEmbedding(extractor, spk1Files[i]);
}
String[] spk2Files =
new String[] {
"./sr-data/enroll/leijun-sr-1.wav", "./sr-data/enroll/leijun-sr-2.wav",
};
float[][] spk2Vec = new float[spk2Files.length][];
for (int i = 0; i < spk2Files.length; ++i) {
spk2Vec[i] = computeEmbedding(extractor, spk2Files[i]);
}
if (!manager.add("fangjun", spk1Vec)) {
System.out.println("Failed to register fangjun");
return;
}
if (!manager.add("leijun", spk2Vec)) {
System.out.println("Failed to register leijun");
return;
}
if (manager.getNumSpeakers() != 2) {
System.out.println("There should be two speakers");
return;
}
if (!manager.contains("fangjun")) {
System.out.println("It should contain the speaker fangjun");
return;
}
if (!manager.contains("leijun")) {
System.out.println("It should contain the speaker leijun");
return;
}
System.out.println("---All speakers---");
String[] allSpeakers = manager.getAllSpeakerNames();
for (String s : allSpeakers) {
System.out.println(s);
}
System.out.println("------------");
String[] testFiles =
new String[] {
"./sr-data/test/fangjun-test-sr-1.wav",
"./sr-data/test/leijun-test-sr-1.wav",
"./sr-data/test/liudehua-test-sr-1.wav"
};
float threshold = 0.6f;
for (String file : testFiles) {
float[] embedding = computeEmbedding(extractor, file);
String name = manager.search(embedding, threshold);
if (name.isEmpty()) {
name = "<Unknown>";
}
System.out.printf("%s: %s\n", file, name);
}
// test verify
if (!manager.verify("fangjun", computeEmbedding(extractor, testFiles[0]), threshold)) {
System.out.printf("testFiles[0] should match fangjun!");
return;
}
if (!manager.remove("fangjun")) {
System.out.println("Failed to remove fangjun");
return;
}
if (manager.verify("fangjun", computeEmbedding(extractor, testFiles[0]), threshold)) {
System.out.printf("%s should match no one!\n", testFiles[0]);
return;
}
if (manager.getNumSpeakers() != 1) {
System.out.println("There should only 1 speaker left.");
return;
}
extractor.release();
manager.release();
}
}
... ...
#!/usr/bin/env bash
set -ex
if [[ ! -f ../build/lib/libsherpa-onnx-jni.dylib && ! -f ../build/lib/libsherpa-onnx-jni.so ]]; then
mkdir -p ../build
pushd ../build
cmake \
-DSHERPA_ONNX_ENABLE_PYTHON=OFF \
-DSHERPA_ONNX_ENABLE_TESTS=OFF \
-DSHERPA_ONNX_ENABLE_CHECK=OFF \
-DBUILD_SHARED_LIBS=ON \
-DSHERPA_ONNX_ENABLE_PORTAUDIO=OFF \
-DSHERPA_ONNX_ENABLE_JNI=ON \
..
make -j4
ls -lh lib
popd
fi
if [ ! -f ../sherpa-onnx/java-api/build/sherpa-onnx.jar ]; then
pushd ../sherpa-onnx/java-api
make
popd
fi
if [ ! -f ./3dspeaker_speech_eres2net_base_sv_zh-cn_3dspeaker_16k.onnx ]; then
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/speaker-recongition-models/3dspeaker_speech_eres2net_base_sv_zh-cn_3dspeaker_16k.onnx
fi
if [ ! -f ./sr-data/enroll/leijun-sr-1.wav ]; then
curl -SL -o sr-data.tar.gz https://github.com/csukuangfj/sr-data/archive/refs/tags/v1.0.0.tar.gz
tar xvf sr-data.tar.gz
mv sr-data-1.0.0 sr-data
fi
java \
-Djava.library.path=$PWD/../build/lib \
-cp ../sherpa-onnx/java-api/build/sherpa-onnx.jar \
./SpeakerIdentification.java
... ...
... ... @@ -51,6 +51,10 @@ java_files += AudioTaggingConfig.java
java_files += AudioEvent.java
java_files += AudioTagging.java
java_files += SpeakerEmbeddingExtractorConfig.java
java_files += SpeakerEmbeddingExtractor.java
java_files += SpeakerEmbeddingManager.java
class_files := $(java_files:%.java=%.class)
java_files := $(addprefix src/$(package_dir)/,$(java_files))
... ...
... ... @@ -14,7 +14,7 @@ public class AudioTaggingConfig {
}
public static Builder builder() {
return new AudioTaggingConfig.Builder();
return new Builder();
}
public static class Builder {
... ...
... ... @@ -7,7 +7,7 @@ public class OfflineRecognizer {
System.loadLibrary("sherpa-onnx-jni");
}
private long ptr = 0; // this is the asr engine ptrss
private long ptr = 0;
public OfflineRecognizer(OfflineRecognizerConfig config) {
ptr = newFromFile(config);
... ...
... ... @@ -7,7 +7,7 @@ public class OfflineTts {
System.loadLibrary("sherpa-onnx-jni");
}
private long ptr = 0; // this is the asr engine ptrss
private long ptr = 0;
public OfflineTts(OfflineTtsConfig config) {
ptr = newFromFile(config);
... ...
... ... @@ -8,7 +8,7 @@ public class OnlineRecognizer {
System.loadLibrary("sherpa-onnx-jni");
}
private long ptr = 0; // this is the asr engine ptrss
private long ptr = 0;
public OnlineRecognizer(OnlineRecognizerConfig config) {
... ...
// Copyright 2024 Xiaomi Corporation
package com.k2fsa.sherpa.onnx;
public class SpeakerEmbeddingExtractor {
static {
System.loadLibrary("sherpa-onnx-jni");
}
private long ptr = 0;
public SpeakerEmbeddingExtractor(SpeakerEmbeddingExtractorConfig config) {
ptr = newFromFile(config);
}
@Override
protected void finalize() throws Throwable {
release();
}
public void release() {
if (this.ptr == 0) {
return;
}
delete(this.ptr);
this.ptr = 0;
}
public OnlineStream createStream() {
long p = createStream(ptr);
return new OnlineStream(p);
}
public boolean isReady(OnlineStream s) {
return isReady(ptr, s.getPtr());
}
public float[] compute(OnlineStream s) {
return compute(ptr, s.getPtr());
}
public int getDim() {
return dim(ptr);
}
private native void delete(long ptr);
private native long newFromFile(SpeakerEmbeddingExtractorConfig config);
private native long createStream(long ptr);
private native boolean isReady(long ptr, long streamPtr);
private native float[] compute(long ptr, long streamPtr);
private native int dim(long ptr);
}
... ...
// Copyright 2024 Xiaomi Corporation
package com.k2fsa.sherpa.onnx;
public class SpeakerEmbeddingExtractorConfig {
private final String model;
private final int numThreads;
private final boolean debug;
private final String provider;
private SpeakerEmbeddingExtractorConfig(Builder builder) {
this.model = builder.model;
this.numThreads = builder.numThreads;
this.debug = builder.debug;
this.provider = builder.provider;
}
public static Builder builder() {
return new Builder();
}
public static class Builder {
private String model = "";
private int numThreads = 1;
private boolean debug = true;
private String provider = "cpu";
public SpeakerEmbeddingExtractorConfig build() {
return new SpeakerEmbeddingExtractorConfig(this);
}
public Builder setModel(String model) {
this.model = model;
return this;
}
public Builder setNumThreads(int numThreads) {
this.numThreads = numThreads;
return this;
}
public Builder setDebug(boolean debug) {
this.debug = debug;
return this;
}
public Builder setProvider(String provider) {
this.provider = provider;
return this;
}
}
}
... ...
// Copyright 2024 Xiaomi Corporation
package com.k2fsa.sherpa.onnx;
public class SpeakerEmbeddingManager {
static {
System.loadLibrary("sherpa-onnx-jni");
}
private long ptr = 0;
public SpeakerEmbeddingManager(int dim) {
ptr = create(dim);
}
@Override
protected void finalize() throws Throwable {
release();
}
public void release() {
if (this.ptr == 0) {
return;
}
delete(this.ptr);
this.ptr = 0;
}
public boolean add(String name, float[] embedding) {
return add(ptr, name, embedding);
}
public boolean add(String name, float[][] embedding) {
return addList(ptr, name, embedding);
}
public boolean remove(String name) {
return remove(ptr, name);
}
public String search(float[] embedding, float threshold) {
return search(ptr, embedding, threshold);
}
public boolean verify(String name, float[] embedding, float threshold) {
return verify(ptr, name, embedding, threshold);
}
public boolean contains(String name) {
return contains(ptr, name);
}
public int getNumSpeakers() {
return numSpeakers(ptr);
}
public String[] getAllSpeakerNames() {
return allSpeakerNames(ptr);
}
private native long create(int dim);
private native void delete(long ptr);
private native boolean add(long ptr, String name, float[] embedding);
private native boolean addList(long ptr, String name, float[][] embedding);
private native boolean remove(long ptr, String name);
private native String search(long ptr, float[] embedding, float threshold);
private native boolean verify(long ptr, String name, float[] embedding, float threshold);
private native boolean contains(long ptr, String name);
private native int numSpeakers(long ptr);
private native String[] allSpeakerNames(long ptr);
}
... ...
... ... @@ -12,7 +12,7 @@ public class SpokenLanguageIdentification {
}
private final Map<String, String> localeMap;
private long ptr = 0; // this is the asr engine ptrss
private long ptr = 0;
public SpokenLanguageIdentification(SpokenLanguageIdentificationConfig config) {
ptr = newFromFile(config);
... ...