wifi-densepose/v2/crates/rvcsi-core/src/validation.rs

421 lines
15 KiB
Rust

//! The validation pipeline (ADR-095 D6/D13).
//!
//! [`validate_frame`] is the only door between raw adapter output and anything
//! downstream (DSP, events, the napi boundary, RuVector). It mutates a frame in
//! place: on success it sets `validation` to `Accepted` or `Degraded` and fills
//! `quality_score`; on a hard failure it returns a [`ValidationError`] and the
//! caller quarantines the frame (when quarantine is enabled) or drops it.
use serde::{Deserialize, Serialize};
use crate::adapter::AdapterProfile;
use crate::frame::{CsiFrame, ValidationStatus};
/// Tunable bounds for the validation pipeline.
#[derive(Debug, Clone, PartialEq, Serialize, Deserialize)]
pub struct ValidationPolicy {
/// Minimum acceptable subcarrier count.
pub min_subcarriers: u16,
/// Maximum acceptable subcarrier count.
pub max_subcarriers: u16,
/// Plausible RSSI range, dBm (inclusive).
pub rssi_dbm_bounds: (i16, i16),
/// If `true`, a non-monotonic timestamp is a hard reject; if `false`, the
/// frame is marked [`ValidationStatus::Recovered`] and accepted.
pub strict_monotonic_time: bool,
/// If `true`, frames that fail a soft check become `Degraded` instead of
/// being rejected; if `false`, soft failures are rejected too.
pub degrade_instead_of_reject: bool,
/// Frames whose computed quality is below this become `Degraded`
/// (or rejected if `degrade_instead_of_reject` is false).
pub min_quality: f32,
}
impl Default for ValidationPolicy {
fn default() -> Self {
ValidationPolicy {
min_subcarriers: 1,
max_subcarriers: 4096,
rssi_dbm_bounds: (-110, 0),
strict_monotonic_time: false,
degrade_instead_of_reject: true,
min_quality: 0.25,
}
}
}
/// Computed usability confidence for a frame, in `[0.0, 1.0]`.
///
/// Starts at `1.0` and accrues multiplicative penalties for: out-of-range
/// (but non-fatal) RSSI, near-zero amplitude (dead subcarriers), excessive
/// amplitude spikes, and missing optional metadata that the profile implies
/// should be present.
#[derive(Debug, Clone, PartialEq)]
pub struct QualityScore {
/// The final score.
pub value: f32,
/// Human-readable reasons it was reduced (empty when `value == 1.0`).
pub reasons: Vec<String>,
}
impl QualityScore {
fn full() -> Self {
QualityScore {
value: 1.0,
reasons: Vec::new(),
}
}
fn penalize(&mut self, factor: f32, reason: impl Into<String>) {
self.value = (self.value * factor).clamp(0.0, 1.0);
self.reasons.push(reason.into());
}
}
/// Why a frame was rejected (a hard failure).
#[derive(Debug, Clone, PartialEq, thiserror::Error)]
#[non_exhaustive]
pub enum ValidationError {
/// The four parallel vectors disagree in length, or none match `subcarrier_count`.
#[error("vector length mismatch: i={i}, q={q}, amp={amp}, phase={phase}, subcarrier_count={sc}")]
LengthMismatch {
/// i_values length
i: usize,
/// q_values length
q: usize,
/// amplitude length
amp: usize,
/// phase length
phase: usize,
/// declared subcarrier_count
sc: usize,
},
/// Subcarrier count is outside `[policy.min, policy.max]` or not in the profile.
#[error("subcarrier count {count} not allowed (policy {min}..={max}, profile-allowed: {profile_ok})")]
SubcarrierCount {
/// the count
count: u16,
/// policy minimum
min: u16,
/// policy maximum
max: u16,
/// whether the profile's expected list allowed it
profile_ok: bool,
},
/// A non-finite (NaN / inf) value in one of the vectors.
#[error("non-finite value in '{vector}' at index {index}")]
NonFinite {
/// which vector
vector: &'static str,
/// index of the offending element
index: usize,
},
/// RSSI is so far out of range it's implausible (hard reject).
#[error("implausible RSSI {rssi} dBm (bounds {min}..={max})")]
ImplausibleRssi {
/// reported rssi
rssi: i16,
/// lower bound
min: i16,
/// upper bound
max: i16,
},
/// Timestamp went backwards and `strict_monotonic_time` is set.
#[error("non-monotonic timestamp: {ts} <= previous {prev}")]
NonMonotonicTime {
/// this frame's timestamp
ts: u64,
/// previous frame's timestamp
prev: u64,
},
/// Channel is not supported by the source profile.
#[error("channel {channel} not in source profile")]
UnsupportedChannel {
/// the channel
channel: u16,
},
/// Computed quality fell below `policy.min_quality` and degradation is disabled.
#[error("quality {quality} below minimum {min}")]
BelowMinQuality {
/// computed quality
quality: f32,
/// configured minimum
min: f32,
},
}
/// How implausibly far outside the bounds an RSSI must be before it's a hard
/// reject rather than a quality penalty.
const RSSI_HARD_MARGIN: i16 = 30;
/// Validate `frame` against `profile` and `policy`, mutating it in place.
///
/// `prev_timestamp_ns` is the timestamp of the previous accepted frame in the
/// same session (or `None` for the first frame); it is used for the
/// monotonicity check.
///
/// On `Ok(())` the frame's `validation` is `Accepted` / `Degraded` /
/// `Recovered` and `quality_score` is set. On `Err`, the frame's `validation`
/// has been set to `Rejected` (so a caller that ignores the error still won't
/// expose it) and the error explains why.
pub fn validate_frame(
frame: &mut CsiFrame,
profile: &AdapterProfile,
policy: &ValidationPolicy,
prev_timestamp_ns: Option<u64>,
) -> Result<(), ValidationError> {
// -- hard checks ---------------------------------------------------------
let sc = frame.subcarrier_count as usize;
if frame.i_values.len() != sc
|| frame.q_values.len() != sc
|| frame.amplitude.len() != sc
|| frame.phase.len() != sc
{
frame.validation = ValidationStatus::Rejected;
return Err(ValidationError::LengthMismatch {
i: frame.i_values.len(),
q: frame.q_values.len(),
amp: frame.amplitude.len(),
phase: frame.phase.len(),
sc,
});
}
let profile_ok = profile.accepts_subcarrier_count(frame.subcarrier_count);
if frame.subcarrier_count < policy.min_subcarriers
|| frame.subcarrier_count > policy.max_subcarriers
|| !profile_ok
{
frame.validation = ValidationStatus::Rejected;
return Err(ValidationError::SubcarrierCount {
count: frame.subcarrier_count,
min: policy.min_subcarriers,
max: policy.max_subcarriers,
profile_ok,
});
}
for (name, v) in [
("i_values", &frame.i_values),
("q_values", &frame.q_values),
("amplitude", &frame.amplitude),
("phase", &frame.phase),
] {
if let Some(idx) = v.iter().position(|x| !x.is_finite()) {
frame.validation = ValidationStatus::Rejected;
return Err(ValidationError::NonFinite {
vector: name,
index: idx,
});
}
}
if !profile.accepts_channel(frame.channel) {
frame.validation = ValidationStatus::Rejected;
return Err(ValidationError::UnsupportedChannel {
channel: frame.channel,
});
}
let (rssi_lo, rssi_hi) = policy.rssi_dbm_bounds;
if let Some(rssi) = frame.rssi_dbm {
if rssi < rssi_lo - RSSI_HARD_MARGIN || rssi > rssi_hi + RSSI_HARD_MARGIN {
frame.validation = ValidationStatus::Rejected;
return Err(ValidationError::ImplausibleRssi {
rssi,
min: rssi_lo,
max: rssi_hi,
});
}
}
let mut recovered_time = false;
if let Some(prev) = prev_timestamp_ns {
if frame.timestamp_ns <= prev {
if policy.strict_monotonic_time {
frame.validation = ValidationStatus::Rejected;
return Err(ValidationError::NonMonotonicTime {
ts: frame.timestamp_ns,
prev,
});
}
recovered_time = true;
}
}
// -- quality scoring (soft) ---------------------------------------------
let mut q = QualityScore::full();
if let Some(rssi) = frame.rssi_dbm {
if rssi < rssi_lo || rssi > rssi_hi {
q.penalize(0.6, format!("rssi {rssi} dBm outside [{rssi_lo},{rssi_hi}]"));
}
}
// dead subcarriers (amplitude ~ 0)
let dead = frame.amplitude.iter().filter(|a| **a < 1e-6).count();
if dead > 0 {
let frac = dead as f32 / sc.max(1) as f32;
q.penalize((1.0 - frac).max(0.05), format!("{dead}/{sc} dead subcarriers"));
}
// amplitude spikes (a single subcarrier >> the median magnitude)
if sc >= 3 {
let mut sorted: Vec<f32> = frame.amplitude.clone();
sorted.sort_by(|a, b| a.partial_cmp(b).unwrap_or(core::cmp::Ordering::Equal));
let median = sorted[sc / 2].max(1e-9);
let max = *sorted.last().unwrap();
if max > median * 50.0 {
q.penalize(0.7, format!("amplitude spike: max {max:.3} vs median {median:.3}"));
}
}
// implied-but-missing metadata
if frame.rssi_dbm.is_none() {
q.penalize(0.95, "missing rssi");
}
let status = if recovered_time {
ValidationStatus::Recovered
} else if q.value < policy.min_quality {
if policy.degrade_instead_of_reject {
ValidationStatus::Degraded
} else {
frame.validation = ValidationStatus::Rejected;
return Err(ValidationError::BelowMinQuality {
quality: q.value,
min: policy.min_quality,
});
}
} else if q.reasons.is_empty() {
ValidationStatus::Accepted
} else if policy.degrade_instead_of_reject {
// soft penalties but above the floor → still acceptable, just note them
ValidationStatus::Accepted
} else {
ValidationStatus::Accepted
};
frame.validation = status;
frame.quality_score = q.value;
frame.quality_reasons = q.reasons;
Ok(())
}
#[cfg(test)]
mod tests {
use super::*;
use crate::adapter::AdapterKind;
use crate::ids::{FrameId, SessionId, SourceId};
fn raw(sc: usize) -> CsiFrame {
CsiFrame::from_iq(
FrameId(0),
SessionId(0),
SourceId::from("t"),
AdapterKind::File,
1_000,
6,
20,
vec![1.0; sc],
vec![1.0; sc],
)
}
#[test]
fn clean_frame_is_accepted_with_perfect_quality() {
let mut f = raw(56).with_rssi(-55);
validate_frame(&mut f, &AdapterProfile::offline(AdapterKind::File), &ValidationPolicy::default(), None).unwrap();
assert_eq!(f.validation, ValidationStatus::Accepted);
assert_eq!(f.quality_score, 1.0);
assert!(f.quality_reasons.is_empty());
assert!(f.is_exposable());
}
#[test]
fn missing_rssi_is_a_minor_penalty_not_a_reject() {
let mut f = raw(56);
validate_frame(&mut f, &AdapterProfile::offline(AdapterKind::File), &ValidationPolicy::default(), None).unwrap();
assert_eq!(f.validation, ValidationStatus::Accepted);
assert!(f.quality_score < 1.0);
assert!(f.quality_reasons.iter().any(|r| r.contains("rssi")));
}
#[test]
fn length_mismatch_is_rejected() {
let mut f = raw(56);
f.q_values.pop();
let err = validate_frame(&mut f, &AdapterProfile::offline(AdapterKind::File), &ValidationPolicy::default(), None).unwrap_err();
assert!(matches!(err, ValidationError::LengthMismatch { .. }));
assert_eq!(f.validation, ValidationStatus::Rejected);
assert!(!f.is_exposable());
}
#[test]
fn non_finite_is_rejected() {
let mut f = raw(4);
f.amplitude[2] = f32::NAN;
let err = validate_frame(&mut f, &AdapterProfile::offline(AdapterKind::File), &ValidationPolicy::default(), None).unwrap_err();
assert!(matches!(err, ValidationError::NonFinite { vector: "amplitude", index: 2 }));
}
#[test]
fn subcarrier_count_must_match_profile() {
let mut f = raw(57); // ESP32 expects 64/128/192
let err = validate_frame(&mut f, &AdapterProfile::esp32_default(), &ValidationPolicy::default(), None).unwrap_err();
assert!(matches!(err, ValidationError::SubcarrierCount { count: 57, .. }));
}
#[test]
fn non_monotonic_time_is_recovered_when_lenient_rejected_when_strict() {
let mut f = raw(56).with_rssi(-50);
// lenient
validate_frame(&mut f, &AdapterProfile::offline(AdapterKind::File), &ValidationPolicy::default(), Some(2_000)).unwrap();
assert_eq!(f.validation, ValidationStatus::Recovered);
// strict
let mut g = raw(56).with_rssi(-50);
let policy = ValidationPolicy { strict_monotonic_time: true, ..Default::default() };
let err = validate_frame(&mut g, &AdapterProfile::offline(AdapterKind::File), &policy, Some(2_000)).unwrap_err();
assert!(matches!(err, ValidationError::NonMonotonicTime { .. }));
}
#[test]
fn dead_subcarriers_degrade_quality() {
let mut f = raw(10).with_rssi(-50);
for a in f.amplitude.iter_mut().take(8) {
*a = 0.0;
}
validate_frame(&mut f, &AdapterProfile::offline(AdapterKind::File), &ValidationPolicy::default(), None).unwrap();
assert!(f.quality_score < 0.5);
assert!(f.quality_reasons.iter().any(|r| r.contains("dead subcarriers")));
}
#[test]
fn very_low_quality_can_be_degraded_or_rejected() {
// 9/10 dead → quality ~0.1 < min_quality 0.25
let mk = || {
let mut f = raw(10).with_rssi(-50);
for a in f.amplitude.iter_mut().take(9) {
*a = 0.0;
}
f
};
let mut f = mk();
validate_frame(&mut f, &AdapterProfile::offline(AdapterKind::File), &ValidationPolicy::default(), None).unwrap();
assert_eq!(f.validation, ValidationStatus::Degraded);
let mut g = mk();
let policy = ValidationPolicy { degrade_instead_of_reject: false, ..Default::default() };
let err = validate_frame(&mut g, &AdapterProfile::offline(AdapterKind::File), &policy, None).unwrap_err();
assert!(matches!(err, ValidationError::BelowMinQuality { .. }));
assert_eq!(g.validation, ValidationStatus::Rejected);
}
#[test]
fn implausible_rssi_is_hard_reject() {
let mut f = raw(56).with_rssi(50); // way above 0 + margin
let err = validate_frame(&mut f, &AdapterProfile::offline(AdapterKind::File), &ValidationPolicy::default(), None).unwrap_err();
assert!(matches!(err, ValidationError::ImplausibleRssi { .. }));
}
}