9bbe95648c
Full implementation of Project AETHER — Contrastive CSI Embedding Model. ## Phases Delivered 1. ProjectionHead (64→128→128) + L2 normalization 2. CsiAugmenter (5 physically-motivated augmentations) 3. InfoNCE contrastive loss + SimCLR pretraining 4. FingerprintIndex (4 index types: env, activity, temporal, person) 5. RVF SEG_EMBED (0x0C) + CLI integration 6. Cross-modal alignment (PoseEncoder + InfoNCE) 7. Deep RuVector: MicroLoRA, EWC++, drift detection, hard-negative mining, SEG_LORA ## Stats - 276 tests passing (191 lib + 51 bin + 16 rvf + 18 vitals) - 3,342 additions across 8 files - Zero unsafe/unwrap/panic/todo stubs - ~55KB INT8 model for ESP32 edge deployment Also fixes deprecated GitHub Actions (v3→v4) and adds feat/* branch CI triggers. Closes #50
103 lines
3.9 KiB
Markdown
103 lines
3.9 KiB
Markdown
# wifi-densepose-vitals
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[](https://crates.io/crates/wifi-densepose-vitals)
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[](https://docs.rs/wifi-densepose-vitals)
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[](LICENSE)
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ESP32 CSI-grade vital sign extraction: heart rate and respiratory rate from WiFi Channel State
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Information (ADR-021).
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## Overview
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`wifi-densepose-vitals` implements a four-stage pipeline that extracts respiratory rate and heart
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rate from multi-subcarrier CSI amplitude and phase data. The crate has zero external dependencies
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beyond `tracing` (and optional `serde`), uses `#[forbid(unsafe_code)]`, and is designed for
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resource-constrained edge deployments alongside ESP32 hardware.
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## Pipeline Stages
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1. **Preprocessing** (`CsiVitalPreprocessor`) -- EMA-based static component suppression,
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producing per-subcarrier residuals that isolate body-induced signal variation.
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2. **Breathing extraction** (`BreathingExtractor`) -- Bandpass filtering at 0.1--0.5 Hz with
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zero-crossing analysis for respiratory rate estimation.
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3. **Heart rate extraction** (`HeartRateExtractor`) -- Bandpass filtering at 0.8--2.0 Hz with
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autocorrelation peak detection and inter-subcarrier phase coherence weighting.
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4. **Anomaly detection** (`VitalAnomalyDetector`) -- Z-score analysis using Welford running
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statistics for real-time clinical alerts (apnea, tachycardia, bradycardia).
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Results are stored in a `VitalSignStore` with configurable retention for historical trend
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analysis.
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### Feature flags
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| Flag | Default | Description |
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|---------|---------|------------------------------------------|
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| `serde` | yes | Serialization for vital sign types |
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## Quick Start
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```rust
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use wifi_densepose_vitals::{
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CsiVitalPreprocessor, BreathingExtractor, HeartRateExtractor,
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VitalAnomalyDetector, VitalSignStore, CsiFrame,
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VitalReading, VitalEstimate, VitalStatus,
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};
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let mut preprocessor = CsiVitalPreprocessor::new(56, 0.05);
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let mut breathing = BreathingExtractor::new(56, 100.0, 30.0);
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let mut heartrate = HeartRateExtractor::new(56, 100.0, 15.0);
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let mut anomaly = VitalAnomalyDetector::default_config();
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let mut store = VitalSignStore::new(3600);
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// Process a CSI frame
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let frame = CsiFrame {
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amplitudes: vec![1.0; 56],
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phases: vec![0.0; 56],
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n_subcarriers: 56,
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sample_index: 0,
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sample_rate_hz: 100.0,
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};
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if let Some(residuals) = preprocessor.process(&frame) {
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let weights = vec![1.0 / 56.0; 56];
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let rr = breathing.extract(&residuals, &weights);
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let hr = heartrate.extract(&residuals, &frame.phases);
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let reading = VitalReading {
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respiratory_rate: rr.unwrap_or_else(VitalEstimate::unavailable),
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heart_rate: hr.unwrap_or_else(VitalEstimate::unavailable),
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subcarrier_count: frame.n_subcarriers,
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signal_quality: 0.9,
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timestamp_secs: 0.0,
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};
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let alerts = anomaly.check(&reading);
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store.push(reading);
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}
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```
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## Architecture
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```text
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wifi-densepose-vitals/src/
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lib.rs -- Re-exports, module declarations
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types.rs -- CsiFrame, VitalReading, VitalEstimate, VitalStatus
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preprocessor.rs -- CsiVitalPreprocessor (EMA static suppression)
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breathing.rs -- BreathingExtractor (0.1-0.5 Hz bandpass)
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heartrate.rs -- HeartRateExtractor (0.8-2.0 Hz autocorrelation)
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anomaly.rs -- VitalAnomalyDetector (Z-score, Welford stats)
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store.rs -- VitalSignStore, VitalStats (historical retention)
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```
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## Related Crates
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| Crate | Role |
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|-------|------|
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| [`wifi-densepose-hardware`](../wifi-densepose-hardware) | Provides raw CSI frames from ESP32 |
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| [`wifi-densepose-mat`](../wifi-densepose-mat) | Uses vital signs for survivor triage |
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| [`wifi-densepose-signal`](../wifi-densepose-signal) | Advanced signal processing algorithms |
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## License
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MIT OR Apache-2.0
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