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
83 lines
3.4 KiB
Markdown
83 lines
3.4 KiB
Markdown
# wifi-densepose-hardware
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[](https://crates.io/crates/wifi-densepose-hardware)
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[](https://docs.rs/wifi-densepose-hardware)
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[](LICENSE)
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Hardware interface abstractions for WiFi CSI sensors (ESP32, Intel 5300, Atheros).
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## Overview
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`wifi-densepose-hardware` provides platform-agnostic parsers for WiFi CSI data from multiple
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hardware sources. All parsing operates on byte buffers with no C FFI or hardware dependencies at
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compile time, making the crate fully portable and deterministic -- the same bytes in always produce
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the same parsed output.
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## Features
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- **ESP32 binary parser** -- Parses ADR-018 binary CSI frames streamed over UDP from ESP32 and
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ESP32-S3 devices.
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- **UDP aggregator** -- Receives and aggregates CSI frames from multiple ESP32 nodes (ADR-018
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Layer 2). Provided as a standalone binary.
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- **Bridge** -- Converts hardware `CsiFrame` into the `CsiData` format expected by the detection
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pipeline (ADR-018 Layer 3).
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- **No mock data** -- Parsers either parse real bytes or return explicit `ParseError` values.
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There are no synthetic fallbacks.
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- **Pure byte-buffer parsing** -- No FFI to ESP-IDF or kernel modules. Safe to compile and test
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on any platform.
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### Feature flags
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| Flag | Default | Description |
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|-------------|---------|--------------------------------------------|
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| `std` | yes | Standard library support |
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| `esp32` | no | ESP32 serial CSI frame parsing |
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| `intel5300` | no | Intel 5300 CSI Tool log parsing |
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| `linux-wifi`| no | Linux WiFi interface for commodity sensing |
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## Quick Start
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```rust
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use wifi_densepose_hardware::{CsiFrame, Esp32CsiParser, ParseError};
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// Parse ESP32 CSI data from raw UDP bytes
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let raw_bytes: &[u8] = &[/* ADR-018 binary frame */];
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match Esp32CsiParser::parse_frame(raw_bytes) {
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Ok((frame, consumed)) => {
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println!("Parsed {} subcarriers ({} bytes)",
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frame.subcarrier_count(), consumed);
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let (amplitudes, phases) = frame.to_amplitude_phase();
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// Feed into detection pipeline...
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}
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Err(ParseError::InsufficientData { needed, got }) => {
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eprintln!("Need {} bytes, got {}", needed, got);
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}
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Err(e) => eprintln!("Parse error: {}", e),
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}
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```
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## Architecture
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```text
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wifi-densepose-hardware/src/
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lib.rs -- Re-exports: CsiFrame, Esp32CsiParser, ParseError, CsiData
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csi_frame.rs -- CsiFrame, CsiMetadata, SubcarrierData, Bandwidth, AntennaConfig
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esp32_parser.rs -- Esp32CsiParser (ADR-018 binary protocol)
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error.rs -- ParseError
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bridge.rs -- CsiData bridge to detection pipeline
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aggregator/ -- UDP multi-node frame aggregator (binary)
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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-core`](../wifi-densepose-core) | Foundation types (`CsiFrame` definitions) |
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| [`wifi-densepose-signal`](../wifi-densepose-signal) | Consumes parsed CSI data for processing |
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| [`wifi-densepose-mat`](../wifi-densepose-mat) | Uses hardware adapters for disaster detection |
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| [`wifi-densepose-vitals`](../wifi-densepose-vitals) | Vital sign extraction from parsed frames |
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## License
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MIT OR Apache-2.0
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