Add VAD demo for Java API (#928)
This commit is contained in:
79
java-api-examples/VadRemoveSilence.java
Normal file
79
java-api-examples/VadRemoveSilence.java
Normal file
@@ -0,0 +1,79 @@
|
||||
// Copyright 2024 Xiaomi Corporation
|
||||
|
||||
// This file shows how to use a silero_vad model to remove silences from
|
||||
// a wave file.
|
||||
|
||||
import com.k2fsa.sherpa.onnx.*;
|
||||
import java.util.ArrayList;
|
||||
import java.util.Arrays;
|
||||
|
||||
public class VadRemoveSilence {
|
||||
public static void main(String[] args) {
|
||||
// please download ./silero_vad.onnx from
|
||||
// https://github.com/k2-fsa/sherpa-onnx/releases/tag/asr-models
|
||||
String model = "./silero_vad.onnx";
|
||||
SileroVadModelConfig sileroVad =
|
||||
SileroVadModelConfig.builder()
|
||||
.setModel(model)
|
||||
.setThreshold(0.5f)
|
||||
.setMinSilenceDuration(0.25f)
|
||||
.setMinSpeechDuration(0.5f)
|
||||
.setWindowSize(512)
|
||||
.build();
|
||||
|
||||
VadModelConfig config =
|
||||
VadModelConfig.builder()
|
||||
.setSileroVadModelConfig(sileroVad)
|
||||
.setSampleRate(16000)
|
||||
.setNumThreads(1)
|
||||
.setDebug(true)
|
||||
.setProvider("cpu")
|
||||
.build();
|
||||
|
||||
Vad vad = new Vad(config);
|
||||
|
||||
// You can download the test file from
|
||||
// https://github.com/k2-fsa/sherpa-onnx/releases/tag/asr-models
|
||||
String testWaveFilename = "./lei-jun-test.wav";
|
||||
WaveReader reader = new WaveReader(testWaveFilename);
|
||||
|
||||
int numSamples = reader.getSamples().length;
|
||||
int numIter = numSamples / 512;
|
||||
|
||||
ArrayList<float[]> segments = new ArrayList<float[]>();
|
||||
|
||||
for (int i = 0; i != numIter; ++i) {
|
||||
int start = i * 512;
|
||||
int end = start + 512;
|
||||
float[] samples = Arrays.copyOfRange(reader.getSamples(), start, end);
|
||||
vad.acceptWaveform(samples);
|
||||
if (vad.isSpeechDetected()) {
|
||||
while (!vad.empty()) {
|
||||
|
||||
// if you want to get the starting time of this segment, you can use
|
||||
/* float startTime = vad.front().getStart() / 16000.0f; */
|
||||
|
||||
segments.add(vad.front().getSamples());
|
||||
vad.pop();
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// get total number of samples
|
||||
int n = 0;
|
||||
for (float[] s : segments) {
|
||||
n += s.length;
|
||||
}
|
||||
|
||||
float[] allSamples = new float[n];
|
||||
int i = 0;
|
||||
for (float[] s : segments) {
|
||||
System.arraycopy(s, 0, allSamples, i, s.length);
|
||||
i += s.length;
|
||||
}
|
||||
|
||||
String outFilename = "lei-jun-test-no-silence.wav";
|
||||
WaveWriter.write(outFilename, allSamples, 16000);
|
||||
System.out.printf("Saved to %s\n", outFilename);
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user