Add Java API for speaker identification (#822)
This commit is contained in:
9
.github/workflows/run-java-test.yaml
vendored
9
.github/workflows/run-java-test.yaml
vendored
@@ -106,6 +106,15 @@ jobs:
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make -j4
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ls -lh lib
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- name: Run java test (speaker identification)
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shell: bash
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run: |
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cd ./java-api-examples
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./run-speaker-identification.sh
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# Delete model files to save space
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rm -rf *.onnx
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rm -rf sr-data
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- name: Run java test (audio tagging)
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shell: bash
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run: |
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@@ -50,3 +50,9 @@ The punctuation model supports both English and Chinese.
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./run-audio-tagging-zipformer-from-file.sh
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./run-audio-tagging-ced-from-file.sh
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```
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## Speaker identification
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```bash
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./run-speaker-identification.sh
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```
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132
java-api-examples/SpeakerIdentification.java
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132
java-api-examples/SpeakerIdentification.java
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@@ -0,0 +1,132 @@
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// Copyright 2024 Xiaomi Corporation
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// This file shows how to use a speaker embedding extractor model for speaker
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// identification.
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import com.k2fsa.sherpa.onnx.*;
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public class SpeakerIdentification {
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public static float[] computeEmbedding(SpeakerEmbeddingExtractor extractor, String filename) {
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WaveReader reader = new WaveReader(filename);
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OnlineStream stream = extractor.createStream();
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stream.acceptWaveform(reader.getSamples(), reader.getSampleRate());
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stream.inputFinished();
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float[] embedding = extractor.compute(stream);
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stream.release();
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return embedding;
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}
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public static void main(String[] args) {
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// Please download the model from
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// https://github.com/k2-fsa/sherpa-onnx/releases/tag/speaker-recongition-models
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String model = "./3dspeaker_speech_eres2net_base_sv_zh-cn_3dspeaker_16k.onnx";
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SpeakerEmbeddingExtractorConfig config =
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SpeakerEmbeddingExtractorConfig.builder()
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.setModel(model)
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.setNumThreads(1)
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.setDebug(true)
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.build();
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SpeakerEmbeddingExtractor extractor = new SpeakerEmbeddingExtractor(config);
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SpeakerEmbeddingManager manager = new SpeakerEmbeddingManager(extractor.getDim());
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String[] spk1Files =
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new String[] {
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"./sr-data/enroll/fangjun-sr-1.wav",
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"./sr-data/enroll/fangjun-sr-2.wav",
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"./sr-data/enroll/fangjun-sr-3.wav",
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};
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float[][] spk1Vec = new float[spk1Files.length][];
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for (int i = 0; i < spk1Files.length; ++i) {
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spk1Vec[i] = computeEmbedding(extractor, spk1Files[i]);
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}
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String[] spk2Files =
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new String[] {
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"./sr-data/enroll/leijun-sr-1.wav", "./sr-data/enroll/leijun-sr-2.wav",
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};
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float[][] spk2Vec = new float[spk2Files.length][];
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for (int i = 0; i < spk2Files.length; ++i) {
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spk2Vec[i] = computeEmbedding(extractor, spk2Files[i]);
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}
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if (!manager.add("fangjun", spk1Vec)) {
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System.out.println("Failed to register fangjun");
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return;
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}
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if (!manager.add("leijun", spk2Vec)) {
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System.out.println("Failed to register leijun");
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return;
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}
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if (manager.getNumSpeakers() != 2) {
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System.out.println("There should be two speakers");
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return;
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}
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if (!manager.contains("fangjun")) {
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System.out.println("It should contain the speaker fangjun");
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return;
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}
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if (!manager.contains("leijun")) {
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System.out.println("It should contain the speaker leijun");
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return;
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}
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System.out.println("---All speakers---");
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String[] allSpeakers = manager.getAllSpeakerNames();
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for (String s : allSpeakers) {
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System.out.println(s);
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}
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System.out.println("------------");
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String[] testFiles =
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new String[] {
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"./sr-data/test/fangjun-test-sr-1.wav",
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"./sr-data/test/leijun-test-sr-1.wav",
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"./sr-data/test/liudehua-test-sr-1.wav"
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};
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float threshold = 0.6f;
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for (String file : testFiles) {
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float[] embedding = computeEmbedding(extractor, file);
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String name = manager.search(embedding, threshold);
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if (name.isEmpty()) {
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name = "<Unknown>";
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}
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System.out.printf("%s: %s\n", file, name);
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}
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// test verify
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if (!manager.verify("fangjun", computeEmbedding(extractor, testFiles[0]), threshold)) {
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System.out.printf("testFiles[0] should match fangjun!");
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return;
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}
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if (!manager.remove("fangjun")) {
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System.out.println("Failed to remove fangjun");
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return;
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}
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if (manager.verify("fangjun", computeEmbedding(extractor, testFiles[0]), threshold)) {
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System.out.printf("%s should match no one!\n", testFiles[0]);
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return;
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}
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if (manager.getNumSpeakers() != 1) {
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System.out.println("There should only 1 speaker left.");
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return;
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}
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extractor.release();
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manager.release();
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}
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}
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41
java-api-examples/run-speaker-identification.sh
Executable file
41
java-api-examples/run-speaker-identification.sh
Executable file
@@ -0,0 +1,41 @@
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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 ./3dspeaker_speech_eres2net_base_sv_zh-cn_3dspeaker_16k.onnx ]; then
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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
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fi
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if [ ! -f ./sr-data/enroll/leijun-sr-1.wav ]; then
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curl -SL -o sr-data.tar.gz https://github.com/csukuangfj/sr-data/archive/refs/tags/v1.0.0.tar.gz
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tar xvf sr-data.tar.gz
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mv sr-data-1.0.0 sr-data
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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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./SpeakerIdentification.java
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@@ -51,6 +51,10 @@ java_files += AudioTaggingConfig.java
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java_files += AudioEvent.java
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java_files += AudioTagging.java
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java_files += SpeakerEmbeddingExtractorConfig.java
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java_files += SpeakerEmbeddingExtractor.java
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java_files += SpeakerEmbeddingManager.java
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class_files := $(java_files:%.java=%.class)
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java_files := $(addprefix src/$(package_dir)/,$(java_files))
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@@ -14,7 +14,7 @@ public class AudioTaggingConfig {
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}
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public static Builder builder() {
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return new AudioTaggingConfig.Builder();
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return new Builder();
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}
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public static class Builder {
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@@ -7,7 +7,7 @@ public class OfflineRecognizer {
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System.loadLibrary("sherpa-onnx-jni");
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}
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private long ptr = 0; // this is the asr engine ptrss
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private long ptr = 0;
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public OfflineRecognizer(OfflineRecognizerConfig config) {
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ptr = newFromFile(config);
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@@ -7,7 +7,7 @@ public class OfflineTts {
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System.loadLibrary("sherpa-onnx-jni");
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}
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private long ptr = 0; // this is the asr engine ptrss
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private long ptr = 0;
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public OfflineTts(OfflineTtsConfig config) {
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ptr = newFromFile(config);
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@@ -8,7 +8,7 @@ public class OnlineRecognizer {
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System.loadLibrary("sherpa-onnx-jni");
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}
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private long ptr = 0; // this is the asr engine ptrss
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private long ptr = 0;
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public OnlineRecognizer(OnlineRecognizerConfig config) {
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@@ -0,0 +1,57 @@
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// Copyright 2024 Xiaomi Corporation
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package com.k2fsa.sherpa.onnx;
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public class SpeakerEmbeddingExtractor {
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static {
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System.loadLibrary("sherpa-onnx-jni");
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}
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private long ptr = 0;
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public SpeakerEmbeddingExtractor(SpeakerEmbeddingExtractorConfig config) {
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ptr = newFromFile(config);
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}
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@Override
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protected void finalize() throws Throwable {
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release();
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}
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public void release() {
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if (this.ptr == 0) {
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return;
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}
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delete(this.ptr);
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this.ptr = 0;
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}
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public OnlineStream createStream() {
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long p = createStream(ptr);
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return new OnlineStream(p);
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}
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public boolean isReady(OnlineStream s) {
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return isReady(ptr, s.getPtr());
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}
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public float[] compute(OnlineStream s) {
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return compute(ptr, s.getPtr());
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}
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public int getDim() {
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return dim(ptr);
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}
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private native void delete(long ptr);
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private native long newFromFile(SpeakerEmbeddingExtractorConfig config);
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private native long createStream(long ptr);
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private native boolean isReady(long ptr, long streamPtr);
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private native float[] compute(long ptr, long streamPtr);
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private native int dim(long ptr);
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}
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@@ -0,0 +1,54 @@
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// Copyright 2024 Xiaomi Corporation
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package com.k2fsa.sherpa.onnx;
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public class SpeakerEmbeddingExtractorConfig {
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private final String model;
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private final int numThreads;
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private final boolean debug;
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private final String provider;
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private SpeakerEmbeddingExtractorConfig(Builder builder) {
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this.model = builder.model;
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this.numThreads = builder.numThreads;
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this.debug = builder.debug;
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this.provider = builder.provider;
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}
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public static Builder builder() {
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return new Builder();
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}
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public static class Builder {
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private String model = "";
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private int numThreads = 1;
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private boolean debug = true;
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private String provider = "cpu";
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public SpeakerEmbeddingExtractorConfig build() {
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return new SpeakerEmbeddingExtractorConfig(this);
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}
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public Builder setModel(String model) {
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this.model = model;
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return this;
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}
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public Builder setNumThreads(int numThreads) {
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this.numThreads = numThreads;
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return this;
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}
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public Builder setDebug(boolean debug) {
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this.debug = debug;
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return this;
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}
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public Builder setProvider(String provider) {
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this.provider = provider;
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return this;
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}
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}
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}
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@@ -0,0 +1,80 @@
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// Copyright 2024 Xiaomi Corporation
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package com.k2fsa.sherpa.onnx;
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public class SpeakerEmbeddingManager {
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static {
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System.loadLibrary("sherpa-onnx-jni");
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}
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private long ptr = 0;
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public SpeakerEmbeddingManager(int dim) {
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ptr = create(dim);
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}
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@Override
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protected void finalize() throws Throwable {
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release();
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}
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public void release() {
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if (this.ptr == 0) {
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return;
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}
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delete(this.ptr);
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this.ptr = 0;
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}
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public boolean add(String name, float[] embedding) {
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return add(ptr, name, embedding);
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}
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public boolean add(String name, float[][] embedding) {
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return addList(ptr, name, embedding);
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}
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public boolean remove(String name) {
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return remove(ptr, name);
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}
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public String search(float[] embedding, float threshold) {
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return search(ptr, embedding, threshold);
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}
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public boolean verify(String name, float[] embedding, float threshold) {
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return verify(ptr, name, embedding, threshold);
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}
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public boolean contains(String name) {
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return contains(ptr, name);
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}
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public int getNumSpeakers() {
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return numSpeakers(ptr);
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}
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public String[] getAllSpeakerNames() {
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return allSpeakerNames(ptr);
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}
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private native long create(int dim);
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private native void delete(long ptr);
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private native boolean add(long ptr, String name, float[] embedding);
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private native boolean addList(long ptr, String name, float[][] embedding);
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private native boolean remove(long ptr, String name);
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private native String search(long ptr, float[] embedding, float threshold);
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private native boolean verify(long ptr, String name, float[] embedding, float threshold);
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private native boolean contains(long ptr, String name);
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private native int numSpeakers(long ptr);
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private native String[] allSpeakerNames(long ptr);
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}
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@@ -12,7 +12,7 @@ public class SpokenLanguageIdentification {
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}
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private final Map<String, String> localeMap;
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private long ptr = 0; // this is the asr engine ptrss
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private long ptr = 0;
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public SpokenLanguageIdentification(SpokenLanguageIdentificationConfig config) {
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ptr = newFromFile(config);
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Reference in New Issue
Block a user