LocalAI/backend/go/vad/silero/vad.go
Ettore Di Giacinto b1ea9318e6
feat(silero): add Silero-vad backend (#4204)
* feat(vad): add silero-vad backend (WIP)

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(vad): add API endpoint

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(vad): correctly place the onnxruntime libs

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* chore(vad): hook silero-vad to binary and container builds

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(gRPC): register VAD Server

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(Makefile): consume ONNX_OS consistently

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(Makefile): handle macOS

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2024-11-20 14:48:40 +01:00

55 lines
1.2 KiB
Go

package main
// This is a wrapper to statisfy the GRPC service interface
// It is meant to be used by the main executable that is the server for the specific backend type (falcon, gpt3, etc)
import (
"fmt"
"github.com/mudler/LocalAI/pkg/grpc/base"
pb "github.com/mudler/LocalAI/pkg/grpc/proto"
"github.com/streamer45/silero-vad-go/speech"
)
type VAD struct {
base.SingleThread
detector *speech.Detector
}
func (vad *VAD) Load(opts *pb.ModelOptions) error {
v, err := speech.NewDetector(speech.DetectorConfig{
ModelPath: opts.ModelFile,
SampleRate: 16000,
//WindowSize: 1024,
Threshold: 0.5,
MinSilenceDurationMs: 0,
SpeechPadMs: 0,
})
if err != nil {
return fmt.Errorf("create silero detector: %w", err)
}
vad.detector = v
return err
}
func (vad *VAD) VAD(req *pb.VADRequest) (pb.VADResponse, error) {
audio := req.Audio
segments, err := vad.detector.Detect(audio)
if err != nil {
return pb.VADResponse{}, fmt.Errorf("detect: %w", err)
}
vadSegments := []*pb.VADSegment{}
for _, s := range segments {
vadSegments = append(vadSegments, &pb.VADSegment{
Start: float32(s.SpeechStartAt),
End: float32(s.SpeechEndAt),
})
}
return pb.VADResponse{
Segments: vadSegments,
}, nil
}