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Add CXX API for VAD (#2077)
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parent
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39
.github/workflows/cxx-api.yaml
vendored
39
.github/workflows/cxx-api.yaml
vendored
@ -81,6 +81,45 @@ jobs:
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otool -L ./install/lib/libsherpa-onnx-cxx-api.dylib
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fi
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- name: Test VAD
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shell: bash
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run: |
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name=vad-cxx-api
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g++ -std=c++17 -o $name ./cxx-api-examples/$name.cc \
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-I ./build/install/include \
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-L ./build/install/lib/ \
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-l sherpa-onnx-cxx-api \
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-l sherpa-onnx-c-api \
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-l onnxruntime
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ls -lh $name
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export LD_LIBRARY_PATH=$PWD/build/install/lib:$LD_LIBRARY_PATH
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export DYLD_LIBRARY_PATH=$PWD/build/install/lib:$DYLD_LIBRARY_PATH
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if [[ ${{ matrix.os }} == ubuntu-latest || ${{ matrix.os }} == ubuntu-22.04-arm ]]; then
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ldd ./$name
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echo "----"
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readelf -d ./$name
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fi
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curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/lei-jun-test.wav
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curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/silero_vad.onnx
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./$name
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mkdir vad-test
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cp -v lei-jun-test*.wav vad-test
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ls -lh vad-test
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rm $name
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- uses: actions/upload-artifact@v4
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with:
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name: vad-test-wavs-cxx-${{ matrix.os }}
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path: ./vad-test/*.wav
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- name: Test Speech Enhancement (GTCRN)
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shell: bash
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run: |
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@ -53,6 +53,7 @@ def get_binaries():
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"sherpa-onnx-microphone-offline-speaker-identification",
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"sherpa-onnx-offline",
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"sherpa-onnx-offline-audio-tagging",
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"sherpa-onnx-offline-denoiser",
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"sherpa-onnx-offline-language-identification",
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"sherpa-onnx-offline-punctuation",
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"sherpa-onnx-offline-speaker-diarization",
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@ -62,6 +63,7 @@ def get_binaries():
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"sherpa-onnx-online-punctuation",
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"sherpa-onnx-online-websocket-client",
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"sherpa-onnx-online-websocket-server",
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"sherpa-onnx-vad",
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"sherpa-onnx-vad-microphone",
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"sherpa-onnx-vad-microphone-offline-asr",
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"sherpa-onnx-vad-with-offline-asr",
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@ -24,6 +24,9 @@ target_link_libraries(moonshine-cxx-api sherpa-onnx-cxx-api)
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add_executable(sense-voice-cxx-api ./sense-voice-cxx-api.cc)
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target_link_libraries(sense-voice-cxx-api sherpa-onnx-cxx-api)
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add_executable(vad-cxx-api ./vad-cxx-api.cc)
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target_link_libraries(vad-cxx-api sherpa-onnx-cxx-api)
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if(SHERPA_ONNX_ENABLE_TTS)
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add_executable(matcha-tts-zh-cxx-api ./matcha-tts-zh-cxx-api.cc)
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target_link_libraries(matcha-tts-zh-cxx-api sherpa-onnx-cxx-api)
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85
cxx-api-examples/vad-cxx-api.cc
Normal file
85
cxx-api-examples/vad-cxx-api.cc
Normal file
@ -0,0 +1,85 @@
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// cxx-api-examples/vad-cxx-api.cc
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//
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// Copyright (c) 2025 Xiaomi Corporation
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//
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// This file demonstrates how to use VAD to remove silences from a file
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// clang-format off
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//
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// wget https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/silero_vad.onnx
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// wget https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/lei-jun-test.wav
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//
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// clang-format on
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#include <iostream>
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#include <string>
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#include "sherpa-onnx/c-api/cxx-api.h"
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int32_t main() {
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using namespace sherpa_onnx::cxx; // NOLINT
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std::string wave_filename = "./lei-jun-test.wav";
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std::string vad_filename = "./silero_vad.onnx";
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VadModelConfig config;
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config.silero_vad.model = vad_filename;
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config.silero_vad.threshold = 0.1;
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config.silero_vad.min_silence_duration = 0.5;
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config.silero_vad.min_speech_duration = 0.25;
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config.silero_vad.max_speech_duration = 20;
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config.sample_rate = 16000;
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config.debug = true;
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VoiceActivityDetector vad = VoiceActivityDetector::Create(config, 20);
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if (!vad.Get()) {
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std::cerr << "Failed to create VAD. Please check your config\n";
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return -1;
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}
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Wave wave = ReadWave(wave_filename);
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if (wave.samples.empty()) {
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std::cerr << "Failed to read: '" << wave_filename << "'\n";
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return -1;
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}
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bool is_eof = false;
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int32_t i = 0;
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int32_t window_size = config.silero_vad.window_size;
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int32_t sample_rate = config.sample_rate;
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std::vector<float> samples_without_silence;
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while (!is_eof) {
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if (i + window_size < wave.samples.size()) {
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vad.AcceptWaveform(wave.samples.data() + i, window_size);
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i += window_size;
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} else {
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is_eof = true;
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vad.Flush();
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}
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while (!vad.IsEmpty()) {
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auto segment = vad.Front();
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float start_time = segment.start / static_cast<float>(sample_rate);
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float end_time =
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start_time + segment.samples.size() / static_cast<float>(sample_rate);
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printf("%.3f -- %.3f\n", start_time, end_time);
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samples_without_silence.insert(samples_without_silence.end(),
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segment.samples.begin(),
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segment.samples.end());
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vad.Pop();
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}
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}
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bool ok = WriteWave("./lei-jun-test-no-silence.wav",
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{samples_without_silence, sample_rate});
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if (ok) {
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std::cout << "Saved to ./lei-jun-test-no-silence.wav\n";
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} else {
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std::cerr << "Failed to write ./lei-jun-test-no-silence.wav\n";
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}
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return 0;
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}
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@ -785,7 +785,7 @@ SHERPA_ONNX_API typedef struct SherpaOnnxSileroVadModelConfig {
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// in seconds
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float min_speech_duration;
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int window_size;
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int32_t window_size;
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// If a speech segment is longer than this value, then we increase
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// the threshold to 0.9. After finishing detecting the segment,
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@ -558,4 +558,114 @@ int32_t OfflineSpeechDenoiser::GetSampleRate() const {
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return SherpaOnnxOfflineSpeechDenoiserGetSampleRate(p_);
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}
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CircularBuffer CircularBuffer::Create(int32_t capacity) {
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auto p = SherpaOnnxCreateCircularBuffer(capacity);
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return CircularBuffer(p);
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}
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CircularBuffer::CircularBuffer(const SherpaOnnxCircularBuffer *p)
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: MoveOnly<CircularBuffer, SherpaOnnxCircularBuffer>(p) {}
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void CircularBuffer::Destroy(const SherpaOnnxCircularBuffer *p) const {
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SherpaOnnxDestroyCircularBuffer(p);
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}
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void CircularBuffer::Push(const float *samples, int32_t n) const {
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SherpaOnnxCircularBufferPush(p_, samples, n);
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}
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std::vector<float> CircularBuffer::Get(int32_t start_index, int32_t n) const {
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const float *samples = SherpaOnnxCircularBufferGet(p_, start_index, n);
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std::vector<float> ans(n);
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std::copy(samples, samples + n, ans.begin());
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SherpaOnnxCircularBufferFree(samples);
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return ans;
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}
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void CircularBuffer::Pop(int32_t n) const {
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SherpaOnnxCircularBufferPop(p_, n);
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}
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int32_t CircularBuffer::Size() const {
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return SherpaOnnxCircularBufferSize(p_);
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}
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int32_t CircularBuffer::Head() const {
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return SherpaOnnxCircularBufferHead(p_);
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}
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void CircularBuffer::Reset() const { SherpaOnnxCircularBufferReset(p_); }
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VoiceActivityDetector VoiceActivityDetector::Create(
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const VadModelConfig &config, float buffer_size_in_seconds) {
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struct SherpaOnnxVadModelConfig c;
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memset(&c, 0, sizeof(c));
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c.silero_vad.model = config.silero_vad.model.c_str();
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c.silero_vad.threshold = config.silero_vad.threshold;
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c.silero_vad.min_silence_duration = config.silero_vad.min_silence_duration;
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c.silero_vad.min_speech_duration = config.silero_vad.min_speech_duration;
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c.silero_vad.window_size = config.silero_vad.window_size;
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c.silero_vad.max_speech_duration = config.silero_vad.max_speech_duration;
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c.sample_rate = config.sample_rate;
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c.num_threads = config.num_threads;
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c.provider = config.provider.c_str();
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c.debug = config.debug;
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auto p = SherpaOnnxCreateVoiceActivityDetector(&c, buffer_size_in_seconds);
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return VoiceActivityDetector(p);
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}
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VoiceActivityDetector::VoiceActivityDetector(
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const SherpaOnnxVoiceActivityDetector *p)
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: MoveOnly<VoiceActivityDetector, SherpaOnnxVoiceActivityDetector>(p) {}
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void VoiceActivityDetector::Destroy(
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const SherpaOnnxVoiceActivityDetector *p) const {
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SherpaOnnxDestroyVoiceActivityDetector(p);
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}
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void VoiceActivityDetector::AcceptWaveform(const float *samples,
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int32_t n) const {
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SherpaOnnxVoiceActivityDetectorAcceptWaveform(p_, samples, n);
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}
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bool VoiceActivityDetector::IsEmpty() const {
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return SherpaOnnxVoiceActivityDetectorEmpty(p_);
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}
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bool VoiceActivityDetector ::IsDetected() const {
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return SherpaOnnxVoiceActivityDetectorDetected(p_);
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}
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void VoiceActivityDetector::Pop() const {
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SherpaOnnxVoiceActivityDetectorPop(p_);
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}
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void VoiceActivityDetector::Clear() const {
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SherpaOnnxVoiceActivityDetectorClear(p_);
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}
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SpeechSegment VoiceActivityDetector::Front() const {
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auto f = SherpaOnnxVoiceActivityDetectorFront(p_);
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SpeechSegment segment;
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segment.start = f->start;
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segment.samples = std::vector<float>{f->samples, f->samples + f->n};
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SherpaOnnxDestroySpeechSegment(f);
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return segment;
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}
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void VoiceActivityDetector::Reset() const {
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SherpaOnnxVoiceActivityDetectorReset(p_);
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}
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void VoiceActivityDetector::Flush() const {
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SherpaOnnxVoiceActivityDetectorFlush(p_);
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}
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} // namespace sherpa_onnx::cxx
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@ -500,6 +500,84 @@ class SHERPA_ONNX_API OfflineSpeechDenoiser
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explicit OfflineSpeechDenoiser(const SherpaOnnxOfflineSpeechDenoiser *p);
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};
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// ==============================
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// VAD
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// ==============================
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struct SileroVadModelConfig {
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std::string model;
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float threshold = 0.5;
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float min_silence_duration = 0.5;
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float min_speech_duration = 0.25;
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int32_t window_size = 512;
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float max_speech_duration = 20;
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};
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struct VadModelConfig {
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SileroVadModelConfig silero_vad;
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int32_t sample_rate = 16000;
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int32_t num_threads = 1;
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std::string provider = "cpu";
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bool debug = false;
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};
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struct SpeechSegment {
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int32_t start;
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std::vector<float> samples;
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};
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class SHERPA_ONNX_API CircularBuffer
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: public MoveOnly<CircularBuffer, SherpaOnnxCircularBuffer> {
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public:
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static CircularBuffer Create(int32_t capacity);
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void Destroy(const SherpaOnnxCircularBuffer *p) const;
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void Push(const float *p, int32_t n) const;
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std::vector<float> Get(int32_t start_index, int32_t n) const;
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void Pop(int32_t n) const;
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int32_t Size() const;
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int32_t Head() const;
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void Reset() const;
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private:
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explicit CircularBuffer(const SherpaOnnxCircularBuffer *p);
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};
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class SHERPA_ONNX_API VoiceActivityDetector
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: public MoveOnly<VoiceActivityDetector, SherpaOnnxVoiceActivityDetector> {
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public:
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static VoiceActivityDetector Create(const VadModelConfig &config,
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float buffer_size_in_seconds);
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void Destroy(const SherpaOnnxVoiceActivityDetector *p) const;
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void AcceptWaveform(const float *samples, int32_t n) const;
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bool IsEmpty() const;
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bool IsDetected() const;
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void Pop() const;
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void Clear() const;
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SpeechSegment Front() const;
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void Reset() const;
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void Flush() const;
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private:
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explicit VoiceActivityDetector(const SherpaOnnxVoiceActivityDetector *p);
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};
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} // namespace sherpa_onnx::cxx
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#endif // SHERPA_ONNX_C_API_CXX_API_H_
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@ -317,11 +317,12 @@ if(SHERPA_ONNX_ENABLE_BINARY)
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add_executable(sherpa-onnx-keyword-spotter sherpa-onnx-keyword-spotter.cc)
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add_executable(sherpa-onnx-offline sherpa-onnx-offline.cc)
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add_executable(sherpa-onnx-offline-audio-tagging sherpa-onnx-offline-audio-tagging.cc)
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add_executable(sherpa-onnx-offline-denoiser sherpa-onnx-offline-denoiser.cc)
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add_executable(sherpa-onnx-offline-language-identification sherpa-onnx-offline-language-identification.cc)
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add_executable(sherpa-onnx-offline-parallel sherpa-onnx-offline-parallel.cc)
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add_executable(sherpa-onnx-offline-punctuation sherpa-onnx-offline-punctuation.cc)
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add_executable(sherpa-onnx-online-punctuation sherpa-onnx-online-punctuation.cc)
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add_executable(sherpa-onnx-offline-denoiser sherpa-onnx-offline-denoiser.cc)
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add_executable(sherpa-onnx-vad sherpa-onnx-vad.cc)
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if(SHERPA_ONNX_ENABLE_TTS)
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add_executable(sherpa-onnx-offline-tts sherpa-onnx-offline-tts.cc)
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@ -336,11 +337,12 @@ if(SHERPA_ONNX_ENABLE_BINARY)
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sherpa-onnx-keyword-spotter
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sherpa-onnx-offline
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sherpa-onnx-offline-audio-tagging
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sherpa-onnx-offline-denoiser
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sherpa-onnx-offline-language-identification
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sherpa-onnx-offline-parallel
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sherpa-onnx-offline-punctuation
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sherpa-onnx-offline-denoiser
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sherpa-onnx-online-punctuation
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sherpa-onnx-vad
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)
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if(SHERPA_ONNX_ENABLE_TTS)
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list(APPEND main_exes
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@ -7,9 +7,9 @@
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#include <stdlib.h>
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#include <algorithm>
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#include <iomanip>
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#include "sherpa-onnx/csrc/alsa.h"
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#include "sherpa-onnx/csrc/circular-buffer.h"
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#include "sherpa-onnx/csrc/voice-activity-detector.h"
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#include "sherpa-onnx/csrc/wave-writer.h"
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@ -84,8 +84,6 @@ as the device_name.
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exit(-1);
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}
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int32_t chunk = 0.1 * alsa.GetActualSampleRate();
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auto vad = std::make_unique<sherpa_onnx::VoiceActivityDetector>(config);
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fprintf(stderr, "Started. Please speak\n");
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@ -95,36 +93,34 @@ as the device_name.
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int32_t k = 0;
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while (!stop) {
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{
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const std::vector<float> &samples = alsa.Read(chunk);
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const std::vector<float> &samples = alsa.Read(window_size);
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vad->AcceptWaveform(samples.data(), samples.size());
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vad->AcceptWaveform(samples.data(), samples.size());
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if (vad->IsSpeechDetected() && !printed) {
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printed = true;
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fprintf(stderr, "\nDetected speech!\n");
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}
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if (!vad->IsSpeechDetected()) {
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printed = false;
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}
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if (vad->IsSpeechDetected() && !printed) {
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printed = true;
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fprintf(stderr, "\nDetected speech!\n");
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}
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||||
if (!vad->IsSpeechDetected()) {
|
||||
printed = false;
|
||||
}
|
||||
|
||||
while (!vad->Empty()) {
|
||||
const auto &segment = vad->Front();
|
||||
float duration =
|
||||
segment.samples.size() / static_cast<float>(sample_rate);
|
||||
while (!vad->Empty()) {
|
||||
const auto &segment = vad->Front();
|
||||
float duration = segment.samples.size() / static_cast<float>(sample_rate);
|
||||
|
||||
fprintf(stderr, "Duration: %.3f seconds\n", duration);
|
||||
fprintf(stderr, "Duration: %.3f seconds\n", duration);
|
||||
|
||||
char filename[128];
|
||||
snprintf(filename, sizeof(filename), "seg-%d-%.3fs.wav", k, duration);
|
||||
k += 1;
|
||||
sherpa_onnx::WriteWave(filename, 16000, segment.samples.data(),
|
||||
segment.samples.size());
|
||||
fprintf(stderr, "Saved to %s\n", filename);
|
||||
fprintf(stderr, "----------\n");
|
||||
std::ostringstream os;
|
||||
os << "seg-" << k << "-" << std::fixed << std::setprecision(3) << duration
|
||||
<< "s.wav";
|
||||
k += 1;
|
||||
sherpa_onnx::WriteWave(os.str(), 16000, segment.samples.data(),
|
||||
segment.samples.size());
|
||||
fprintf(stderr, "Saved to %s\n", os.str().c_str());
|
||||
fprintf(stderr, "----------\n");
|
||||
|
||||
vad->Pop();
|
||||
}
|
||||
vad->Pop();
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
110
sherpa-onnx/csrc/sherpa-onnx-vad.cc
Normal file
110
sherpa-onnx/csrc/sherpa-onnx-vad.cc
Normal file
@ -0,0 +1,110 @@
|
||||
// sherpa-onnx/csrc/sherpa-onnx-vad.cc
|
||||
//
|
||||
// Copyright (c) 2025 Xiaomi Corporation
|
||||
|
||||
#include <stdio.h>
|
||||
#include <stdlib.h>
|
||||
|
||||
#include <algorithm>
|
||||
#include <iomanip>
|
||||
|
||||
#include "sherpa-onnx/csrc/voice-activity-detector.h"
|
||||
#include "sherpa-onnx/csrc/wave-reader.h"
|
||||
#include "sherpa-onnx/csrc/wave-writer.h"
|
||||
|
||||
int32_t main(int32_t argc, char *argv[]) {
|
||||
const char *kUsageMessage = R"usage(
|
||||
This program shows how to use VAD in sherpa-onnx
|
||||
to remove silences from a file.
|
||||
|
||||
./bin/sherpa-onnx-vad \
|
||||
--silero-vad-model=/path/to/silero_vad.onnx \
|
||||
/path/to/input.wav
|
||||
/path/to/output.wav
|
||||
|
||||
Please download silero_vad.onnx from
|
||||
https://github.com/snakers4/silero-vad/raw/master/src/silero_vad/data/silero_vad.onnx
|
||||
|
||||
For instance, use
|
||||
wget https://github.com/snakers4/silero-vad/raw/master/src/silero_vad/data/silero_vad.onnx
|
||||
|
||||
input.wav should be 16kHz.
|
||||
)usage";
|
||||
|
||||
sherpa_onnx::ParseOptions po(kUsageMessage);
|
||||
sherpa_onnx::VadModelConfig config;
|
||||
|
||||
config.Register(&po);
|
||||
po.Read(argc, argv);
|
||||
if (po.NumArgs() != 2) {
|
||||
fprintf(
|
||||
stderr,
|
||||
"Please provide only 2 argument2: the input wav and the output wav\n");
|
||||
po.PrintUsage();
|
||||
exit(EXIT_FAILURE);
|
||||
}
|
||||
|
||||
fprintf(stderr, "%s\n", config.ToString().c_str());
|
||||
|
||||
if (!config.Validate()) {
|
||||
fprintf(stderr, "Errors in config!\n");
|
||||
return -1;
|
||||
}
|
||||
|
||||
std::string wav_filename = po.GetArg(1);
|
||||
int32_t sampling_rate = -1;
|
||||
|
||||
bool is_ok = false;
|
||||
std::vector<float> samples =
|
||||
sherpa_onnx::ReadWave(wav_filename, &sampling_rate, &is_ok);
|
||||
|
||||
if (!is_ok) {
|
||||
fprintf(stderr, "Failed to read '%s'\n", wav_filename.c_str());
|
||||
return -1;
|
||||
}
|
||||
|
||||
if (sampling_rate != 16000) {
|
||||
fprintf(stderr, "Support only 16000Hz. Given: %d\n", sampling_rate);
|
||||
return -1;
|
||||
}
|
||||
|
||||
auto vad = std::make_unique<sherpa_onnx::VoiceActivityDetector>(config);
|
||||
|
||||
int32_t window_size = config.silero_vad.window_size;
|
||||
|
||||
int32_t i = 0;
|
||||
bool is_eof = false;
|
||||
|
||||
std::vector<float> samples_without_silence;
|
||||
|
||||
while (!is_eof) {
|
||||
if (i + window_size < samples.size()) {
|
||||
vad->AcceptWaveform(samples.data() + i, window_size);
|
||||
i += window_size;
|
||||
} else {
|
||||
vad->Flush();
|
||||
is_eof = true;
|
||||
}
|
||||
|
||||
while (!vad->Empty()) {
|
||||
const auto &segment = vad->Front();
|
||||
float start_time = segment.start / static_cast<float>(sampling_rate);
|
||||
float end_time = start_time + segment.samples.size() /
|
||||
static_cast<float>(sampling_rate);
|
||||
|
||||
fprintf(stderr, "%.3f -- %.3f\n", start_time, end_time);
|
||||
samples_without_silence.insert(samples_without_silence.end(),
|
||||
segment.samples.begin(),
|
||||
segment.samples.end());
|
||||
vad->Pop();
|
||||
}
|
||||
}
|
||||
|
||||
sherpa_onnx::WriteWave(po.GetArg(2), sampling_rate,
|
||||
samples_without_silence.data(),
|
||||
samples_without_silence.size());
|
||||
|
||||
fprintf(stderr, "Saved to %s\n", po.GetArg(2).c_str());
|
||||
|
||||
return 0;
|
||||
}
|
||||
Loading…
x
Reference in New Issue
Block a user