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Add Golang API for spoken language identification. (#709)
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csukuangfj authored Mar 27, 2024
1 parent 12efbf7 commit a042f44
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3 changes: 3 additions & 0 deletions go-api-examples/README.md
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Expand Up @@ -23,4 +23,7 @@ for details.
- [./vad-asr-paraformer](./vad-asr-paraformer) It shows how to use silero VAD + Paraformer
for speech recognition.

- [./vad-spoken-language-identification](./vad-spoken-language-identification) It shows how to use silero VAD + Whisper
for spoken language identification.

[sherpa-onnx]: https://github.com/k2-fsa/sherpa-onnx
3 changes: 3 additions & 0 deletions go-api-examples/vad-spoken-language-identification/go.mod
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module vad-spoken-language-identification

go 1.12
141 changes: 141 additions & 0 deletions go-api-examples/vad-spoken-language-identification/main.go
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package main

import (
"fmt"
iso639 "github.com/barbashov/iso639-3"
"github.com/gordonklaus/portaudio"
sherpa "github.com/k2-fsa/sherpa-onnx-go/sherpa_onnx"
"log"
)

func main() {
log.SetFlags(log.LstdFlags | log.Lmicroseconds)

// 1. Create VAD
config := sherpa.VadModelConfig{}

// Please download silero_vad.onnx from
// https://github.com/snakers4/silero-vad/blob/master/files/silero_vad.onnx

config.SileroVad.Model = "./silero_vad.onnx"
config.SileroVad.Threshold = 0.5
config.SileroVad.MinSilenceDuration = 0.5
config.SileroVad.MinSpeechDuration = 0.25
config.SileroVad.WindowSize = 512
config.SampleRate = 16000
config.NumThreads = 1
config.Provider = "cpu"
config.Debug = 1

var bufferSizeInSeconds float32 = 20

vad := sherpa.NewVoiceActivityDetector(&config, bufferSizeInSeconds)
defer sherpa.DeleteVoiceActivityDetector(vad)

// 2. Create spoken language identifier

c := sherpa.SpokenLanguageIdentificationConfig{}
c.Whisper.Encoder = "./sherpa-onnx-whisper-tiny/tiny-encoder.int8.onnx"
c.Whisper.Decoder = "./sherpa-onnx-whisper-tiny/tiny-decoder.int8.onnx"
c.NumThreads = 2
c.Debug = 1
c.Provider = "cpu"

slid := sherpa.NewSpokenLanguageIdentification(&c)
defer sherpa.DeleteSpokenLanguageIdentification(slid)

err := portaudio.Initialize()
if err != nil {
log.Fatalf("Unable to initialize portaudio: %v\n", err)
}
defer portaudio.Terminate()

default_device, err := portaudio.DefaultInputDevice()
if err != nil {
log.Fatal("Failed to get default input device: %v\n", err)
}
log.Printf("Selected default input device: %s\n", default_device.Name)
param := portaudio.StreamParameters{}
param.Input.Device = default_device
param.Input.Channels = 1
param.Input.Latency = default_device.DefaultHighInputLatency

param.SampleRate = float64(config.SampleRate)
param.FramesPerBuffer = 0
param.Flags = portaudio.ClipOff

// you can choose another value for 0.1 if you want
samplesPerCall := int32(param.SampleRate * 0.1) // 0.1 second
samples := make([]float32, samplesPerCall)

s, err := portaudio.OpenStream(param, samples)
if err != nil {
log.Fatalf("Failed to open the stream")
}

defer s.Close()
chk(s.Start())

log.Print("Started! Please speak")
printed := false

k := 0
for {
chk(s.Read())
vad.AcceptWaveform(samples)

if vad.IsSpeech() && !printed {
printed = true
log.Print("Detected speech\n")
}

if !vad.IsSpeech() {
printed = false
}

for !vad.IsEmpty() {
speechSegment := vad.Front()
vad.Pop()

duration := float32(len(speechSegment.Samples)) / float32(config.SampleRate)

audio := &sherpa.GeneratedAudio{}
audio.Samples = speechSegment.Samples
audio.SampleRate = config.SampleRate

// Now decode it
go decode(slid, audio, k)

k += 1

log.Printf("Duration: %.2f seconds\n", duration)
}
}

chk(s.Stop())
}

func decode(slid *sherpa.SpokenLanguageIdentification, audio *sherpa.GeneratedAudio, id int) {
stream := slid.CreateStream()
defer sherpa.DeleteOfflineStream(stream)

stream.AcceptWaveform(audio.SampleRate, audio.Samples)
result := slid.Compute(stream)
lang := iso639.FromPart1Code(result.Lang).Name
log.Printf("Detected language: %v", lang)

duration := float32(len(audio.Samples)) / float32(audio.SampleRate)

filename := fmt.Sprintf("seg-%d-%.2f-seconds-%s.wav", id, duration, lang)
ok := audio.Save(filename)
if ok {
log.Printf("Saved to %s", filename)
}
log.Print("----------\n")
}

func chk(err error) {
if err != nil {
panic(err)
}
}
16 changes: 16 additions & 0 deletions go-api-examples/vad-spoken-language-identification/run.sh
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#!/usr/bin/env bash


if [ ! -f ./silero_vad.onnx ]; then
curl -SL -O https://github.com/snakers4/silero-vad/blob/master/files/silero_vad.onnx
fi

if [ ! -f ./sherpa-onnx-whisper-tiny/tiny-encoder.int8.onnx ]; then
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-whisper-tiny.tar.bz2
tar xvf sherpa-onnx-whisper-tiny.tar.bz2
rm sherpa-onnx-whisper-tiny.tar.bz2
fi

go mod tidy
go build
./vad-spoken-language-identification
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vad-spoken-language-identification

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module vad-spoken-language-identification

go 1.12

replace github.com/k2-fsa/sherpa-onnx-go/sherpa_onnx => ../
69 changes: 69 additions & 0 deletions scripts/go/sherpa_onnx.go
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Expand Up @@ -783,3 +783,72 @@ func (vad *VoiceActivityDetector) Front() *SpeechSegment {
func (vad *VoiceActivityDetector) Reset() {
C.SherpaOnnxVoiceActivityDetectorReset(vad.impl)
}

// Spoken language identification

type SpokenLanguageIdentificationWhisperConfig struct {
Encoder string
Decoder string
TailPaddings int
}

type SpokenLanguageIdentificationConfig struct {
Whisper SpokenLanguageIdentificationWhisperConfig
NumThreads int
Debug int
Provider string
}

type SpokenLanguageIdentification struct {
impl *C.struct_SherpaOnnxSpokenLanguageIdentification
}

type SpokenLanguageIdentificationResult struct {
Lang string
}

func NewSpokenLanguageIdentification(config *SpokenLanguageIdentificationConfig) *SpokenLanguageIdentification {
c := C.struct_SherpaOnnxSpokenLanguageIdentificationConfig{}

c.whisper.encoder = C.CString(config.Whisper.Encoder)
defer C.free(unsafe.Pointer(c.whisper.encoder))

c.whisper.decoder = C.CString(config.Whisper.Decoder)
defer C.free(unsafe.Pointer(c.whisper.decoder))

c.whisper.tail_paddings = C.int(config.Whisper.TailPaddings)

c.num_threads = C.int(config.NumThreads)
c.debug = C.int(config.Debug)

c.provider = C.CString(config.Provider)
defer C.free(unsafe.Pointer(c.provider))

slid := &SpokenLanguageIdentification{}
slid.impl = C.SherpaOnnxCreateSpokenLanguageIdentification(&c)

return slid
}

func DeleteSpokenLanguageIdentification(slid *SpokenLanguageIdentification) {
C.SherpaOnnxDestroySpokenLanguageIdentification(slid.impl)
slid.impl = nil
}

// The user has to invoke DeleteOfflineStream() to free the returned value
// to avoid memory leak
func (slid *SpokenLanguageIdentification) CreateStream() *OfflineStream {
stream := &OfflineStream{}
stream.impl = C.SherpaOnnxSpokenLanguageIdentificationCreateOfflineStream(slid.impl)
return stream
}

func (slid *SpokenLanguageIdentification) Compute(stream *OfflineStream) *SpokenLanguageIdentificationResult {
r := C.SherpaOnnxSpokenLanguageIdentificationCompute(slid.impl, stream.impl)
// defer C.SherpaOnnxDestroySpokenLanguageIdentificationResult(r)

ans := &SpokenLanguageIdentificationResult{}
ans.Lang = C.GoString(r.lang)

return ans
}
2 changes: 1 addition & 1 deletion sherpa-onnx/csrc/spoken-language-identification.cc
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Expand Up @@ -91,7 +91,7 @@ std::string SpokenLanguageIdentificationConfig::ToString() const {
std::ostringstream os;

os << "SpokenLanguageIdentificationConfig(";
os << "whisper=\"" << whisper.ToString() << "\", ";
os << "whisper=" << whisper.ToString() << ", ";
os << "num_threads=" << num_threads << ", ";
os << "debug=" << (debug ? "True" : "False") << ", ";
os << "provider=\"" << provider << "\")";
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