mavwaked has no wake word, only an energy VAD — add silero-vad and a keyword gate #219
+32
-4
@@ -12,10 +12,12 @@
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// samples and the capture frame is 480, so silero.go re-chunks. This comment
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// used to say the two matched, which was true of silero v4.
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//
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// There is still no wake-word model, so anything spoken near the microphone
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// becomes a turn (V-487 stage two). The SurfaceVoice auth layer caps all
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// commands at L0 (no destructive acts), which is what makes an accidental
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// trigger safe rather than expensive.
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// The keyword is "Мэйвен" and it is required, when -wake-model points at the
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// head (V-487 stage two). Without it anything spoken near the microphone
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// becomes a turn, which the SurfaceVoice auth layer makes safe rather than
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// expensive: it caps all commands at L0, no destructive acts. It does not cap
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// reading, so an open gate still lets the room hear his facts read back.
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// wakeword.go holds the cadence and wakefeatures.go the three models.
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//
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// The conn carries both directions. mavwaked sends utterances and receives
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// proactive nudges on it, and it is opened at startup rather than at the first
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@@ -62,6 +64,12 @@ const (
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defaultAddr = "127.0.0.1:9100"
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defaultLang = "ru"
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defaultReadSize = 4096 // max PCM bytes per read from arecord (fits multiple frames)
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// defaultWakeWindowMs — how long the keyword stays good for. He says
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// "Мэйвен" and then a sentence, and the VAD does not close the utterance
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// until he stops, so this has to outlive the word by the length of what
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// follows it. It is spent on dispatch: one keyword, one turn.
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defaultWakeWindowMs = 8000
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)
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func main() {
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@@ -86,6 +94,11 @@ func run(args []string) error {
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vadModel := flag.String("vad-model", "", "silero-vad onnx file; empty runs the energy threshold instead")
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vadThreshold := flag.Float64("vad-threshold", defaultSileroThreshold, "speech probability a frame must clear")
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onnxLib := flag.String("onnx-lib", os.Getenv("MAVEN_ONNX_LIB"), "libonnxruntime.so, needed with -vad-model")
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wakeModel := flag.String("wake-model", "", "keyword head onnx; empty ships every utterance, as before V-487")
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wakeMel := flag.String("wake-mel", "", "melspectrogram.onnx, required with -wake-model")
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wakeEmbed := flag.String("wake-embed", "", "embedding_model.onnx, required with -wake-model")
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wakeThreshold := flag.Float64("wake-threshold", defaultWakeThreshold, "score the keyword must clear")
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wakeWindowMs := flag.Int("wake-window-ms", defaultWakeWindowMs, "ms an utterance may still start after the keyword")
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flag.CommandLine.Parse(args)
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ctx, stop := signal.NotifyContext(context.Background(), syscall.SIGINT, syscall.SIGTERM, syscall.SIGHUP)
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@@ -171,6 +184,21 @@ func run(args []string) error {
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}
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sess := newSession(vad, newAplayPlayer(), &voiceSender{vc: vc}, *lang, barge)
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// Keyword gate. A model that will not load is logged and not fatal, for
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// the same reason silero's is not: an open gate is the daemon he had
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// yesterday, and a daemon that refuses to start is not.
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if *wakeModel != "" {
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w, err := newWakeWord(*wakeMel, *wakeEmbed, *wakeModel, *onnxLib, *wakeThreshold)
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if err != nil {
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log.Printf("mavwaked: wake word unavailable, every utterance is a turn: %v", err)
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} else {
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defer w.Close()
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sess.UseWakeWord(w, time.Duration(*wakeWindowMs)*time.Millisecond)
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log.Printf("mavwaked: wake word from %s, threshold %.3f, window %dms",
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*wakeModel, *wakeThreshold, *wakeWindowMs)
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}
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}
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// Listen for nudges alongside capture. Connect eagerly so mavend has a
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// voice session before he has said anything: without one, a nudge routed
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// to voice finds nobody home and goes to the away channels instead.
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+75
-1
@@ -20,6 +20,15 @@ type utteranceSender interface {
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Send(ctx context.Context, utt audio.Audio, lang string) (audio.Audio, error)
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}
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// keywordGate answers whether the keyword has just been spoken. The
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// production one is wakeWord; tests substitute a recorder, because a gate that
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// can only be exercised with three ONNX files is a gate nobody tests.
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type keywordGate interface {
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Feed(frame []int16) bool
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Reset()
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Score() float64
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}
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// bargeInConfig holds the two numbers barge-in needs. Zero Frames disables
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// barge-in entirely — the half-duplex gate still runs.
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type bargeInConfig struct {
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@@ -63,6 +72,14 @@ type session struct {
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// whenever playback ends.
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loudFrames int
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// wake is the keyword gate, or nil when no model was loaded. wakeUntil is
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// how long a keyword stays good for: he says "Мэйвен" and then a sentence,
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// and the VAD does not close the utterance until he stops, so the window
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// has to outlive the word by the length of what follows it.
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wake keywordGate
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wakeWindow time.Duration
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wakeUntil time.Time
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// pending holds a nudge the push receiver handed over, waiting for the
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// capture loop to speak it. It is the one field written from another
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// goroutine, hence the mutex; everything else in this struct belongs to
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@@ -76,6 +93,8 @@ type session struct {
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bargeIns int // times playback was cut because he spoke over her
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sent int // utterances shipped to the daemon
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nudges int // proactive pushes spoken through the speaker
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wakes int // times the keyword opened the gate
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ignored int // complete utterances dropped because the keyword was absent
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// loudSum and loudSeen accumulate the energy of suppressed frames, so
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// the operator can read what the room actually measures and set
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@@ -88,6 +107,12 @@ func newSession(vad *VAD, p player, s utteranceSender, lang string, barge bargeI
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return &session{vad: vad, player: p, sender: s, lang: lang, barge: barge, now: time.Now}
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}
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// UseWakeWord puts the keyword gate in front of dispatch. Without it every
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// utterance is shipped, which is what mavwaked did before V-487 stage two.
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func (s *session) UseWakeWord(w keywordGate, window time.Duration) {
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s.wake, s.wakeWindow = w, window
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}
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// frameDuration is the wall time one captured frame represents.
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const frameDuration = defaultFrameMs * time.Millisecond
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@@ -147,6 +172,7 @@ func (s *session) feed(ctx context.Context, frame []byte) error {
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s.bargeIns++
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s.loudFrames = 0
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s.vad.Reset()
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s.resetWake()
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log.Printf("mavwaked: barge-in — stopped playback")
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s.replayRecent()
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return nil
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@@ -157,13 +183,28 @@ func (s *session) feed(ctx context.Context, frame []byte) error {
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if s.loudFrames != 0 {
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s.loudFrames = 0
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s.vad.Reset()
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// The wake word saw nothing during playback, so what it holds is from
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// before she spoke. Judging what he says next on it would score a
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// sentence that ended a reply ago.
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s.resetWake()
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}
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if s.startPendingNudge() {
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return nil
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}
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utt, state := s.vad.Feed(PCMToI16(frame))
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// The keyword is scored on the same frames the VAD sees, and only on the
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// ones that reach here: every path above returns while she is speaking, so
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// her own voice saying "Мэйвен" cannot wake her.
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pcm := PCMToI16(frame)
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if s.wake != nil && s.wake.Feed(pcm) {
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s.wakes++
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s.wakeUntil = s.now().Add(s.wakeWindow)
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log.Printf("mavwaked: keyword heard (score %.3f), listening for %s",
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s.wake.Score(), s.wakeWindow)
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}
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utt, state := s.vad.Feed(pcm)
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if state == StateSpeech || utt.Bytes == nil {
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return nil
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}
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@@ -218,6 +259,25 @@ func (s *session) startPendingNudge() bool {
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return true
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}
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// awake reports whether an utterance ending now was addressed to her.
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//
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// With no wake word loaded every utterance is, which is exactly what mavwaked
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// did before this gate existed. An operator with no model file gets the old
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// daemon rather than a daemon that refuses to hear anything.
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func (s *session) awake() bool {
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if s.wake == nil {
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return true
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}
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return s.now().Before(s.wakeUntil)
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}
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// resetWake drops the gate's streaming state when there is a gate.
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func (s *session) resetWake() {
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if s.wake != nil {
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s.wake.Reset()
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}
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}
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// keepRecent stores a copy of one barge-in trigger frame, keeping at most
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// barge.Frames of them.
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func (s *session) keepRecent(frame []byte) {
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@@ -258,6 +318,19 @@ func (s *session) replayRecent() {
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// whole backlog straight into the VAD, and a Send error did the same on every
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// failed turn, so a dead socket drove a retry loop off nothing but backlog.
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func (s *session) dispatch(ctx context.Context, utt audio.Audio) error {
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if !s.awake() {
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s.ignored++
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log.Printf("mavwaked: utterance ignored, keyword not heard (%.2fs, %d ignored so far)",
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utt.Duration(), s.ignored)
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s.vad.Reset()
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s.resetWake()
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return nil
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}
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// One keyword, one turn. A window that renewed itself on every reply would
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// leave the microphone open for as long as he kept talking, which is the
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// state this gate exists to end.
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s.wakeUntil = time.Time{}
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log.Printf("mavwaked: utterance complete (%.2fs, %d bytes), sending...", utt.Duration(), len(utt.Bytes))
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start := s.now()
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reply, err := s.sender.Send(ctx, utt, s.lang)
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@@ -286,6 +359,7 @@ func (s *session) dispatch(ctx context.Context, utt audio.Audio) error {
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// recorded before she started speaking.
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func (s *session) dropBacklog(start time.Time) {
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s.vad.Reset()
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s.resetWake()
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s.loudFrames = 0
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s.recent = s.recent[:0]
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if elapsed := s.now().Sub(start); elapsed > 0 {
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