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Hardware-validated pipeline connecting ESP32-S3 CSI sensing to Cognitum Seed (Pi Zero 2 W) edge intelligence appliance via 8-dim feature vectors. Firmware: - New 48-byte feature vector packet (magic 0xC5110003) at 1 Hz with normalized presence, motion, breathing, heart rate, phase variance, person count, fall detection, and RSSI - Compressed frame magic reassigned 0xC5110003 → 0xC5110005 - Guard against uninitialized s_top_k read when count=0 Bridge (scripts/seed_csi_bridge.py): - UDP→HTTPS ingest with bearer token, hash-based vector IDs - --validate (kNN), --stats, --compact, --allowed-sources modes - NaN/inf rejection, retry logic, SEED_TOKEN env var support Validated on live hardware: - 941 vectors ingested, 100% kNN exact match - Witness chain SHA-256 verified (1,325 entries) - 1,463 Rust tests passed, Python proof VERDICT: PASS Research: 26 docs covering Arena Physica, Maxwell's equations in WiFi sensing, SOTA survey 2025-2026, GOAP implementation plan Security: removed hardcoded credentials, added NVS patterns to .gitignore, source IP filtering, NaN validation Co-Authored-By: claude-flow <ruv@ruv.net>
224 lines
9.1 KiB
C
224 lines
9.1 KiB
C
/**
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* @file edge_processing.h
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* @brief ADR-039 Edge Intelligence — dual-core CSI processing pipeline.
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*
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* Core 0 (WiFi): Produces CSI frames into a lock-free SPSC ring buffer.
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* Core 1 (DSP): Consumes frames, runs signal processing, extracts vitals.
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*
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* Features:
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* - Biquad IIR bandpass filters for breathing (0.1-0.5 Hz) and heart rate (0.8-2.0 Hz)
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* - Phase unwrapping and Welford running statistics
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* - Top-K subcarrier selection by variance
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* - Presence detection with adaptive threshold calibration
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* - Vital signs: breathing rate, heart rate (zero-crossing BPM)
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* - Fall detection (phase acceleration exceeds threshold)
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* - Delta compression (XOR + RLE) for bandwidth reduction
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* - Multi-person vitals via subcarrier group clustering
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* - 32-byte vitals packet (magic 0xC5110002) for server-side parsing
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*/
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#ifndef EDGE_PROCESSING_H
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#define EDGE_PROCESSING_H
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#include <stdint.h>
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#include <stdbool.h>
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#include "esp_err.h"
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/* ---- Magic numbers ---- */
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#define EDGE_VITALS_MAGIC 0xC5110002 /**< Vitals packet magic. */
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#define EDGE_COMPRESSED_MAGIC 0xC5110005 /**< Compressed frame magic (was 0xC5110003, reassigned for ADR-069). */
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/* ---- Buffer sizes ---- */
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#define EDGE_RING_SLOTS 16 /**< SPSC ring buffer slots (power of 2). */
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#define EDGE_MAX_IQ_BYTES 1024 /**< Max I/Q payload per slot. */
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#define EDGE_PHASE_HISTORY_LEN 256 /**< Phase history buffer depth. */
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#define EDGE_TOP_K 8 /**< Top-K subcarriers to track. */
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#define EDGE_MAX_SUBCARRIERS 128 /**< Max subcarriers per frame. */
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/* ---- Multi-person ---- */
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#define EDGE_MAX_PERSONS 4 /**< Max simultaneous persons. */
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/* ---- Calibration ---- */
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#define EDGE_CALIB_FRAMES 1200 /**< Frames for adaptive calibration (~60s at 20 Hz). */
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#define EDGE_CALIB_SIGMA_MULT 3.0f /**< Threshold = mean + 3*sigma of ambient. */
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/* ---- Fall detection ---- */
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#define EDGE_FALL_COOLDOWN_MS 5000 /**< Minimum ms between fall alerts (debounce). */
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#define EDGE_FALL_CONSEC_MIN 3 /**< Consecutive frames above threshold to trigger. */
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/* ---- DSP task tuning ---- */
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#define EDGE_BATCH_LIMIT 4 /**< Max frames per batch before longer yield. */
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/* ---- SPSC ring buffer slot ---- */
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typedef struct {
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uint8_t iq_data[EDGE_MAX_IQ_BYTES]; /**< Raw I/Q bytes from CSI callback. */
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uint16_t iq_len; /**< Actual I/Q data length. */
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int8_t rssi; /**< RSSI from rx_ctrl. */
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uint8_t channel; /**< WiFi channel. */
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uint32_t timestamp_us; /**< Microsecond timestamp. */
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} edge_ring_slot_t;
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/* ---- SPSC ring buffer ---- */
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typedef struct {
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edge_ring_slot_t slots[EDGE_RING_SLOTS];
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volatile uint32_t head; /**< Written by producer (Core 0). */
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volatile uint32_t tail; /**< Written by consumer (Core 1). */
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} edge_ring_buf_t;
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/* ---- Biquad IIR filter state ---- */
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typedef struct {
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float b0, b1, b2; /**< Numerator coefficients. */
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float a1, a2; /**< Denominator coefficients (a0 = 1). */
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float x1, x2; /**< Input delay line. */
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float y1, y2; /**< Output delay line. */
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} edge_biquad_t;
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/* ---- Welford running statistics ---- */
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typedef struct {
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double mean;
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double m2;
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uint32_t count;
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} edge_welford_t;
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/* ---- Per-person vitals state (multi-person mode) ---- */
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typedef struct {
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float phase_history[EDGE_PHASE_HISTORY_LEN];
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uint16_t history_len;
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uint16_t history_idx;
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float breathing_bpm;
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float heartrate_bpm;
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uint8_t subcarrier_idx; /**< Which subcarrier group this person tracks. */
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bool active;
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} edge_person_vitals_t;
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/* ---- Vitals packet (32 bytes, wire format) ---- */
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typedef struct __attribute__((packed)) {
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uint32_t magic; /**< EDGE_VITALS_MAGIC = 0xC5110002. */
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uint8_t node_id; /**< ESP32 node identifier. */
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uint8_t flags; /**< Bit0=presence, Bit1=fall, Bit2=motion. */
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uint16_t breathing_rate; /**< BPM * 100 (fixed-point). */
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uint32_t heartrate; /**< BPM * 10000 (fixed-point). */
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int8_t rssi; /**< Latest RSSI. */
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uint8_t n_persons; /**< Number of detected persons (multi-person). */
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uint8_t reserved[2];
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float motion_energy; /**< Phase variance / motion metric. */
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float presence_score; /**< Presence detection score. */
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uint32_t timestamp_ms; /**< Milliseconds since boot. */
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uint32_t reserved2; /**< Reserved for future use. */
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} edge_vitals_pkt_t;
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_Static_assert(sizeof(edge_vitals_pkt_t) == 32, "vitals packet must be 32 bytes");
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/* ---- ADR-069: CSI Feature Vector packet (48 bytes, wire format) ---- */
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#define EDGE_FEATURE_MAGIC 0xC5110003 /**< Feature vector packet magic. */
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typedef struct __attribute__((packed)) {
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uint32_t magic; /**< EDGE_FEATURE_MAGIC = 0xC5110003. */
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uint8_t node_id; /**< ESP32 node identifier. */
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uint8_t reserved; /**< Alignment padding. */
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uint16_t seq; /**< Sequence number. */
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int64_t timestamp_us; /**< Microseconds since boot. */
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float features[8]; /**< 8-dim normalized feature vector. */
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} edge_feature_pkt_t;
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_Static_assert(sizeof(edge_feature_pkt_t) == 48, "feature packet must be 48 bytes");
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/* ---- ADR-063: Fused vitals packet (48 bytes, wire format) ---- */
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#define EDGE_FUSED_MAGIC 0xC5110004 /**< Fused vitals packet magic. */
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typedef struct __attribute__((packed)) {
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/* First 32 bytes match edge_vitals_pkt_t layout */
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uint32_t magic; /**< EDGE_FUSED_MAGIC = 0xC5110004. */
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uint8_t node_id;
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uint8_t flags; /**< Bit0=presence, Bit1=fall, Bit2=motion, Bit3=mmwave_present. */
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uint16_t breathing_rate; /**< Fused BPM * 100 (CSI + mmWave Kalman). */
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uint32_t heartrate; /**< Fused BPM * 10000. */
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int8_t rssi;
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uint8_t n_persons;
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uint8_t mmwave_type; /**< mmwave_type_t enum. */
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uint8_t fusion_confidence; /**< 0-100 fusion quality score. */
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float motion_energy;
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float presence_score;
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uint32_t timestamp_ms;
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/* mmWave extension (16 bytes) */
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float mmwave_hr_bpm; /**< Raw mmWave heart rate. */
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float mmwave_br_bpm; /**< Raw mmWave breathing rate. */
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float mmwave_distance;/**< Distance to nearest target (cm). */
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uint8_t mmwave_targets; /**< Target count from mmWave. */
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uint8_t mmwave_confidence; /**< mmWave signal quality 0-100. */
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uint16_t reserved3;
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uint32_t reserved4; /**< Pad to 48 bytes for alignment. */
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} edge_fused_vitals_pkt_t;
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_Static_assert(sizeof(edge_fused_vitals_pkt_t) == 48, "fused vitals must be 48 bytes");
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/* ---- Edge configuration (from NVS) ---- */
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typedef struct {
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uint8_t tier; /**< Processing tier: 0=raw, 1=basic, 2=full. */
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float presence_thresh;/**< Presence detection threshold (0 = auto-calibrate). */
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float fall_thresh; /**< Fall detection threshold (phase accel, rad/s^2). */
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uint16_t vital_window; /**< Phase history window for BPM estimation. */
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uint16_t vital_interval_ms; /**< Vitals packet send interval in ms. */
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uint8_t top_k_count; /**< Number of top subcarriers to track. */
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uint8_t power_duty; /**< Power duty cycle percentage (10-100). */
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} edge_config_t;
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/**
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* Initialize the edge processing pipeline.
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* Creates the SPSC ring buffer and starts the DSP task on Core 1.
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*
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* @param cfg Edge configuration (from NVS or defaults).
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* @return ESP_OK on success.
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*/
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esp_err_t edge_processing_init(const edge_config_t *cfg);
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/**
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* Enqueue a CSI frame from the WiFi callback (Core 0).
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* Lock-free SPSC push — safe to call from ISR context.
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*
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* @param iq_data Raw I/Q data from wifi_csi_info_t.buf.
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* @param iq_len Length of I/Q data in bytes.
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* @param rssi RSSI from rx_ctrl.
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* @param channel WiFi channel number.
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* @return true if enqueued, false if ring buffer is full (frame dropped).
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*/
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bool edge_enqueue_csi(const uint8_t *iq_data, uint16_t iq_len,
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int8_t rssi, uint8_t channel);
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/**
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* Get the latest vitals packet (thread-safe copy).
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*
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* @param pkt Output vitals packet.
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* @return true if valid vitals data is available.
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*/
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bool edge_get_vitals(edge_vitals_pkt_t *pkt);
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/**
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* Get multi-person vitals array.
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*
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* @param persons Output array (must be EDGE_MAX_PERSONS elements).
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* @param n_active Output: number of active persons.
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*/
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void edge_get_multi_person(edge_person_vitals_t *persons, uint8_t *n_active);
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/**
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* Get pointer to the phase history ring buffer and its state.
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* Used by WASM runtime (ADR-040) to expose phase history to modules.
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*
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* @param out_buf Output: pointer to phase history array.
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* @param out_len Output: number of valid entries.
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* @param out_idx Output: current write index.
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*/
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void edge_get_phase_history(const float **out_buf, uint16_t *out_len,
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uint16_t *out_idx);
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/**
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* Get per-subcarrier Welford variance array.
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* Used by WASM runtime (ADR-040) to expose variances to modules.
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*
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* @param out_variances Output array (must be EDGE_MAX_SUBCARRIERS elements).
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* @param n_subcarriers Number of subcarriers to fill.
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*/
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void edge_get_variances(float *out_variances, uint16_t n_subcarriers);
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#endif /* EDGE_PROCESSING_H */
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