Pin the keyword models to one thread each and ship them (V-487)

The gate loaded and worked on workpc and took mavwaked from 68% of one core
to 335%. onnxruntime sizes its intra-op pool to every core and spins between
runs, which an always-on gate scoring three graphs twelve times a second
provokes for the whole day. One thread per session brings it to 81%, so the
keyword costs about 13% of a core, and each graph still finishes well inside
its 80ms.

The unit now passes the three -wake- flags and the models sit beside
silero_vad.onnx in ~/.local/share/maven/models. The threshold is left at the
binary's default so there is one place to change it.

cmd/mavwaked/wakefeatures.go

@@ -71,15 +71,30 @@ func newWakeModels(melPath, embedPath, headPath, libPath string) (*wakeModels, e
 			return nil, fmt.Errorf("wake word: onnx runtime: %w", err)
 		}
 	}
+	// One thread per session, not the default of every core. Measured on
+	// workpc: the default took mavwaked from 68% of one core to 335% of
+	// three, for three graphs that each run in well under 80ms single
+	// threaded. An always-on gate that eats a quarter of the workstation is
+	// not a gate he will leave running.
+	opts, err := ort.NewSessionOptions()
+	if err != nil {
+		return nil, fmt.Errorf("wake word: session options: %w", err)
+	}
+	defer opts.Destroy()
+	if err := opts.SetIntraOpNumThreads(1); err != nil {
+		return nil, fmt.Errorf("wake word: intra-op threads: %w", err)
+	}
+	if err := opts.SetInterOpNumThreads(1); err != nil {
+		return nil, fmt.Errorf("wake word: inter-op threads: %w", err)
+	}
 	open := func(p string, in, out []string) (*ort.DynamicAdvancedSession, error) {
-		s, err := ort.NewDynamicAdvancedSession(p, in, out, nil)
+		s, err := ort.NewDynamicAdvancedSession(p, in, out, opts)
 		if err != nil {
 			return nil, fmt.Errorf("wake word: load %s: %w", p, err)
 		}
 		return s, nil
 	}
 	m := &wakeModels{}
-	var err error
 	if m.mel, err = open(melPath, []string{"input"}, []string{"output"}); err != nil {
 		return nil, err
 	}

deploy/mavwaked.service

@@ -4,11 +4,22 @@
 # user unit because it needs his ALSA session and his ssh agent, and because
 # it should stop when he logs out.
 #
-# THERE IS NO WAKE WORD YET (V-487 stage two). Anything spoken near the fifine
-# becomes a turn. What makes that safe rather than expensive is voiceSender:
-# it sends Surface=SurfaceVoice, which caps every command at L0, so no
-# accidental trigger runs a destructive act. It does not stop her answering
-# out loud, so this unit is his to stop when the room is not his alone.
+# The keyword is "Мэйвен" and the three -wake- flags are what require it
+# (V-487 stage two). Without them anything spoken near the fifine becomes a
+# turn, which voiceSender makes safe rather than expensive: it sends
+# Surface=SurfaceVoice, capping every command at L0. That does not stop her
+# answering out loud, which is the whole reason the keyword exists.
+#
+# The threshold is 0.999 and it is the binary's default, so it is not passed.
+# It came from 65 minutes of held-out Russian speech through this same binary:
+# 0.9 false wakes an hour against 2.8 at 0.99, for one lost render out of 126
+# (docs/evals/2026-08-09-wake-word.md). If the room proves noisier than the
+# corpus, read the scores out of this unit's journal and pass -wake-threshold.
+# Do not lower it by guessing.
+#
+# A keyword shorter than 1.32s can be heard too late to be used, because the
+# head scores 1.28s of audio and the VAD has closed the utterance by then.
+# "Мэйвен, <request>" is unaffected. A bare "Мэйвен" is the case that fails.
 #
 # -vad-model is passed on purpose. Silero answers "is this frame speech" where
 # the energy floor answers "is this frame loud". It declines white noise at
@@ -24,7 +35,7 @@
 #            systemctl --user enable --now mavwaked.service
 
 [Unit]
-Description=Maven always-on listening (VAD, no wake word yet)
+Description=Maven always-on listening (silero VAD, "Мэйвен" keyword)
 # The tunnel is the only path to mavend and the only thing authenticating it.
 Requires=maven-voice-tunnel.service
 After=maven-voice-tunnel.service
@@ -45,6 +56,9 @@ ExecStart=%h/.local/bin/mavwaked \
   -addr 127.0.0.1:9100 \
   -lang ru \
   -vad-model %h/.local/share/maven/models/silero_vad.onnx \
+  -wake-model %h/.local/share/maven/models/maven_wakeword.onnx \
+  -wake-mel %h/.local/share/maven/models/melspectrogram.onnx \
+  -wake-embed %h/.local/share/maven/models/embedding_model.onnx \
   -onnx-lib %h/.local/lib/libonnxruntime.so
 Restart=on-failure
 RestartSec=5

docs/deployment.md

@@ -170,7 +170,19 @@ The device is `plughw:0,0` and not `hw:0,0`. The fifine offers 2 channels at
 44100 or 48000 and nothing else, and mavwaked asks arecord for 16kHz mono. Bare
 `hw` dies on "Channels count non available" before a frame is read.
 
-There is no wake word yet (V-487 stage two), so the loop runs open.
+The three `-wake-` flags require the keyword "Мэйвен" (V-487 stage two). Drop
+them and the loop runs open, which is what it did before. The threshold is the
+binary's default of 0.999 and is not passed. Over 65 minutes of held-out
+Russian speech it woke her 0.9 times an hour against 2.8 at 0.99. That cost one
+lost render out of 126 (`docs/evals/2026-08-09-wake-word.md`).
+
+The three sessions are pinned to one thread each. onnxruntime otherwise sizes
+its pool to every core and spins between runs, which took mavwaked from 68% of
+one core to 335%. With the cap it sits at 81%, so the gate costs about 13%.
+
+A keyword shorter than 1.32s can be heard too late to be used. The head scores
+1.28s of audio, and the VAD has closed the utterance by then.
+"Мэйвен, <request>" is unaffected. A bare "Мэйвен" is the case that fails.
 
 mavwaked connects at startup and holds the conn, so a nudge routed to voice
 reaches the speaker before he has said anything (V-671). It used to connect

docs/evals/2026-08-09-wake-word.md

@@ -94,6 +94,14 @@ the head the whole request to peak during. A bare "Мэйвен" with nothing af
 it is the case that fails. One fix would hold an ignored utterance for a grace
 period and ship it if the keyword lands late. It is not built.
 
+## What it costs the workstation
+
+Under systemd on workpc, mavwaked sat at 335% of a core with the gate on and
+68% with only silero. onnxruntime sizes its thread pool to every core and spins
+between runs, and this gate runs three graphs twelve times a second. Pinning
+all three sessions to one thread brought it to 81%, so the keyword costs about
+13% of one core. The three graphs each finish in well under 80ms that way.
+
 ## What was not measured
 
 No room recordings. Every negative above is a clean corpus clip. This gate