Files
ruvnet--RuView/v2/crates/wifi-densepose-calibration/src/anchor.rs
T
ruv 7a0158c44d feat(calibration): ADR-151 Stages 2–5 — enrollment, extraction, specialist bank, runtime
New crate wifi-densepose-calibration implementing the per-room pipeline beyond
Stage-1 baseline:

- anchor.rs: guided-anchor sequence + event-sourced EnrollmentSession (Stage 2)
- enrollment.rs: AnchorQualityGate + AnchorRecorder — gates anchors against the
  ADR-135 baseline deviation (presence/motion), re-prompts bad captures
- extract.rs: Features + AnchorFeature — autocorrelation periodicity (breathing/
  HR bands), variance/motion (Stage 3)
- specialist.rs: 6 small room-calibrated models — presence (learned threshold),
  posture (nearest-prototype), breathing/heartbeat (band periodicity),
  restlessness (calm/active normalization), anomaly (novelty vs anchors) (Stage 4)
- bank.rs: SpecialistBank — train/persist + baseline-drift STALE invalidation
- runtime.rs: MixtureOfSpecialists — presence short-circuit + anomaly veto +
  stale flagging (Stage 5)

Statistical heads make the pipeline runnable/validatable today; the ADR-150 HF
RF Foundation Encoder backbone is the documented upgrade path. 29 unit tests pass.

Co-Authored-By: claude-flow <ruv@ruv.net>
2026-06-09 12:05:05 -04:00

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//! Guided anchors + event-sourced enrollment session (ADR-151 Stage 2).
//!
//! Enrollment teaches the room a small set of *clean anchors* — not hours of
//! data. Each anchor is a short labelled capture (stand / sit / lie / breathe /
//! move / sleep) layered on top of the ADR-135 empty-room baseline. The session
//! is event-sourced so re-enrollment is incremental and auditable (per CLAUDE.md
//! state rules).
use serde::{Deserialize, Serialize};
/// Coarse posture an anchor establishes.
#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize)]
pub enum Posture {
/// Standing.
Standing,
/// Sitting.
Sitting,
/// Lying down.
Lying,
}
/// The fixed guided-anchor sequence (ADR-151 §2.2).
#[derive(Debug, Clone, Copy, PartialEq, Eq, Hash, Serialize, Deserialize)]
pub enum AnchorLabel {
/// Empty room reference (reuses the ADR-135 baseline).
Empty,
/// Person standing still, in view of the sensor.
StandStill,
/// Person sitting.
Sit,
/// Person lying down.
LieDown,
/// Slow respiration (~0.10.15 Hz).
BreatheSlow,
/// Normal respiration (~0.20.3 Hz).
BreatheNormal,
/// Small limb movement.
SmallMove,
/// Quiescent sleep posture (lying, still).
SleepPosture,
}
impl AnchorLabel {
/// The canonical enrollment order.
pub const SEQUENCE: [AnchorLabel; 8] = [
AnchorLabel::Empty,
AnchorLabel::StandStill,
AnchorLabel::Sit,
AnchorLabel::LieDown,
AnchorLabel::BreatheSlow,
AnchorLabel::BreatheNormal,
AnchorLabel::SmallMove,
AnchorLabel::SleepPosture,
];
/// Stable string id (used in persistence / API).
pub fn as_str(&self) -> &'static str {
match self {
AnchorLabel::Empty => "empty",
AnchorLabel::StandStill => "stand_still",
AnchorLabel::Sit => "sit",
AnchorLabel::LieDown => "lie_down",
AnchorLabel::BreatheSlow => "breathe_slow",
AnchorLabel::BreatheNormal => "breathe_normal",
AnchorLabel::SmallMove => "small_move",
AnchorLabel::SleepPosture => "sleep_posture",
}
}
/// Parse from the stable string id.
pub fn from_str(s: &str) -> Option<AnchorLabel> {
AnchorLabel::SEQUENCE
.iter()
.copied()
.find(|a| a.as_str() == s)
}
/// Operator-facing prompt shown by the CLI / UI.
pub fn prompt(&self) -> &'static str {
match self {
AnchorLabel::Empty => "Leave the room empty and still…",
AnchorLabel::StandStill => "Stand still, in view of the sensor…",
AnchorLabel::Sit => "Sit down and stay still…",
AnchorLabel::LieDown => "Lie down and stay still…",
AnchorLabel::BreatheSlow => "Lie or sit still and breathe slowly…",
AnchorLabel::BreatheNormal => "Stay still and breathe normally…",
AnchorLabel::SmallMove => "Make small movements (wave a hand, shift)…",
AnchorLabel::SleepPosture => "Lie in your sleep posture and relax…",
}
}
/// Suggested capture duration (seconds).
pub fn duration_s(&self) -> u32 {
match self {
AnchorLabel::BreatheSlow
| AnchorLabel::BreatheNormal
| AnchorLabel::SleepPosture => 30,
_ => 20,
}
}
/// Whether a person is expected to be present for this anchor.
pub fn expects_presence(&self) -> bool {
!matches!(self, AnchorLabel::Empty)
}
/// Whether the subject is expected to be (largely) still.
pub fn expects_still(&self) -> bool {
!matches!(self, AnchorLabel::SmallMove)
}
/// Posture this anchor establishes, if any.
pub fn posture(&self) -> Option<Posture> {
match self {
AnchorLabel::StandStill => Some(Posture::Standing),
AnchorLabel::Sit => Some(Posture::Sitting),
AnchorLabel::LieDown | AnchorLabel::SleepPosture => Some(Posture::Lying),
_ => None,
}
}
}
/// Quality assessment of a captured anchor (from the enrollment quality gate).
#[derive(Debug, Clone, Copy, PartialEq, Serialize, Deserialize)]
pub struct AnchorQuality {
/// Median amplitude z-score vs the empty-room baseline (presence strength).
pub presence_z: f32,
/// Fraction of frames flagged as motion.
pub motion_rate: f32,
/// Number of frames captured.
pub frames: u32,
/// Whether the anchor passed the gate.
pub accepted: bool,
}
/// A captured, accepted anchor.
#[derive(Debug, Clone, PartialEq, Serialize, Deserialize)]
pub struct Anchor {
/// Which anchor in the sequence.
pub label: AnchorLabel,
/// Capture time (unix seconds).
pub captured_at_unix_s: i64,
/// Quality metrics.
pub quality: AnchorQuality,
}
/// Event log entry for an enrollment session (event sourcing).
#[derive(Debug, Clone, PartialEq, Serialize, Deserialize)]
pub enum EnrollmentEvent {
/// Session opened.
Started {
/// Room scope.
room_id: String,
/// Baseline id the enrollment layers on.
baseline_id: String,
/// Unix seconds.
at: i64,
},
/// An anchor passed the gate and was accepted.
AnchorAccepted {
/// The accepted anchor.
anchor: Anchor,
},
/// An anchor failed the gate (re-prompt).
AnchorRejected {
/// Which anchor.
label: AnchorLabel,
/// Human-readable reason.
reason: String,
/// Unix seconds.
at: i64,
},
/// All required anchors accepted.
Completed {
/// Unix seconds.
at: i64,
},
}
/// Event-sourced enrollment session for one room.
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct EnrollmentSession {
/// Room scope.
pub room_id: String,
/// Baseline id this session layers on.
pub baseline_id: String,
/// Append-only event log.
pub events: Vec<EnrollmentEvent>,
}
impl EnrollmentSession {
/// Open a new session.
pub fn new(room_id: impl Into<String>, baseline_id: impl Into<String>, at: i64) -> Self {
let room_id = room_id.into();
let baseline_id = baseline_id.into();
let mut s = Self {
room_id: room_id.clone(),
baseline_id: baseline_id.clone(),
events: Vec::new(),
};
s.events.push(EnrollmentEvent::Started {
room_id,
baseline_id,
at,
});
s
}
/// Append an event (event sourcing — state is derived, never mutated in place).
pub fn apply(&mut self, event: EnrollmentEvent) {
self.events.push(event);
}
/// The set of accepted anchors (latest acceptance per label wins).
pub fn accepted_anchors(&self) -> Vec<Anchor> {
let mut out: Vec<Anchor> = Vec::new();
for ev in &self.events {
if let EnrollmentEvent::AnchorAccepted { anchor } = ev {
if let Some(slot) = out.iter_mut().find(|a| a.label == anchor.label) {
*slot = anchor.clone();
} else {
out.push(anchor.clone());
}
}
}
out
}
/// The next anchor in the canonical sequence not yet accepted, if any.
pub fn next_anchor(&self) -> Option<AnchorLabel> {
let accepted = self.accepted_anchors();
AnchorLabel::SEQUENCE
.iter()
.copied()
.find(|label| !accepted.iter().any(|a| a.label == *label))
}
/// `(accepted, total)` progress.
pub fn progress(&self) -> (usize, usize) {
(
self.accepted_anchors().len(),
AnchorLabel::SEQUENCE.len(),
)
}
/// Whether every anchor in the sequence has been accepted.
pub fn is_complete(&self) -> bool {
self.next_anchor().is_none()
}
/// Labels still required.
pub fn missing(&self) -> Vec<AnchorLabel> {
let accepted = self.accepted_anchors();
AnchorLabel::SEQUENCE
.iter()
.copied()
.filter(|label| !accepted.iter().any(|a| a.label == *label))
.collect()
}
}
#[cfg(test)]
mod tests {
use super::*;
fn anchor(label: AnchorLabel) -> Anchor {
Anchor {
label,
captured_at_unix_s: 1,
quality: AnchorQuality {
presence_z: 3.0,
motion_rate: 0.1,
frames: 400,
accepted: true,
},
}
}
#[test]
fn label_roundtrip() {
for l in AnchorLabel::SEQUENCE {
assert_eq!(AnchorLabel::from_str(l.as_str()), Some(l));
}
assert_eq!(AnchorLabel::from_str("nope"), None);
}
#[test]
fn sequence_order_and_next() {
let mut s = EnrollmentSession::new("living-room", "base-1", 0);
assert_eq!(s.next_anchor(), Some(AnchorLabel::Empty));
s.apply(EnrollmentEvent::AnchorAccepted {
anchor: anchor(AnchorLabel::Empty),
});
assert_eq!(s.next_anchor(), Some(AnchorLabel::StandStill));
assert_eq!(s.progress(), (1, 8));
assert!(!s.is_complete());
}
#[test]
fn completion_and_missing() {
let mut s = EnrollmentSession::new("r", "b", 0);
for l in AnchorLabel::SEQUENCE {
s.apply(EnrollmentEvent::AnchorAccepted { anchor: anchor(l) });
}
assert!(s.is_complete());
assert!(s.missing().is_empty());
assert_eq!(s.progress(), (8, 8));
}
#[test]
fn reaccept_replaces_not_duplicates() {
let mut s = EnrollmentSession::new("r", "b", 0);
s.apply(EnrollmentEvent::AnchorAccepted {
anchor: anchor(AnchorLabel::Sit),
});
s.apply(EnrollmentEvent::AnchorAccepted {
anchor: anchor(AnchorLabel::Sit),
});
assert_eq!(
s.accepted_anchors()
.iter()
.filter(|a| a.label == AnchorLabel::Sit)
.count(),
1
);
}
#[test]
fn posture_mapping() {
assert_eq!(AnchorLabel::StandStill.posture(), Some(Posture::Standing));
assert_eq!(AnchorLabel::LieDown.posture(), Some(Posture::Lying));
assert_eq!(AnchorLabel::SmallMove.posture(), None);
assert!(!AnchorLabel::SmallMove.expects_still());
assert!(!AnchorLabel::Empty.expects_presence());
}
}