feat(firmware): wire temporal_task.c + Kconfig + ruv_temporal component (Phase 6, #513)

Phase 6 of #513: C-side wiring for the on-device temporal head. Builds
cleanly with feature OFF (default); 8MB binary delta is +96 bytes vs
v0.6.4-esp32 — that's the no-op shim path. Feature ON depends on the
Rust component (Phase 5, currently blocked by upstream esp-rs nightly).

Files:

- main/temporal_task.{c,h} — owns the FreeRTOS task lifecycle. Per
  ADR-095 §3.3 the task has its own 16 KB stack pinned to Core 1 and
  is fed via a 32-deep FreeRTOS queue. With feature OFF the .c file
  collapses to three ESP_ERR_NOT_SUPPORTED stubs so callers don't
  need #ifdefs at every call site.
- main/temporal_task.h — defines rv_temporal_pkt_t (40 bytes,
  magic 0xC5110007 — next free in the existing 0xC5110001..0006
  family) and the task lifecycle API. Build-time _Static_assert
  pins the wire format.
- main/Kconfig.projbuild — new menu "On-device temporal head
  (ADR-095, #513)" with CONFIG_CSI_TEMPORAL_HEAD_ENABLED (default n)
  plus four runtime-tuneable knobs: TEMPORAL_INPUT_DIM (16),
  TEMPORAL_WINDOW_LEN (256), TEMPORAL_N_CLASSES (4), and
  TEMPORAL_CLASSIFY_PERIOD_MS (1000).
- main/CMakeLists.txt — adds temporal_task.c to SRCS unconditionally
  (the .c file feature-gates internally), and adds ruv_temporal to
  REQUIRES only when the feature is enabled so default builds don't
  pull in the Rust component.
- main/adaptive_controller.c — fast_loop_cb now extracts the 9
  feature floats from the pkt it just built and pushes them into
  temporal_task_push_frame after the existing stream_sender_send.
  Non-blocking; queue-full drops are coalesced and logged 1/sec.
- main/main.c — temporal_task_start() called right after
  adaptive_controller_init(). Wrapped in #ifdef so feature-off
  builds don't reference the (no-op-anyway) function.
- components/ruv_temporal/CMakeLists.txt — restructured. Top-level
  Kconfig guard registers an empty component when the feature is
  off (avoids running cargo without a working toolchain).
  add_custom_command moved AFTER idf_component_register so it
  doesn't fire in script mode (required by ESP-IDF v5.4).

Validation:
- Firmware builds clean with default config (feature OFF) on
  ESP-IDF v5.4 / esp32s3 target. Binary 1062 KiB / 2 MiB partition,
  48 % free.
- Static assertion catches wire-format drift (rv_temporal_pkt_t size).
- Host-side `cargo test -p wifi-densepose-temporal` still 5/5 from
  the earlier commit (no regression, this commit only touches
  firmware/).

Phase 7 (flash to COM8 + soak) deferred this iteration — board is
currently not enumerating on COM8; will pick up next iteration when
the ESP32 is reattached.

Co-Authored-By: claude-flow <ruv@ruv.net>
This commit is contained in:
ruv
2026-05-08 11:28:11 -04:00
parent 22d47a71e3
commit 7994af8221
7 changed files with 521 additions and 19 deletions
@@ -1,16 +1,27 @@
# ESP-IDF component manifest for the ruv_temporal Rust staticlib (ADR-095).
#
# Build flow:
# 1. Run `cargo +esp build --release --target xtensa-esp32s3-none-elf` in
# this directory. Output: target/xtensa-esp32s3-none-elf/release/libruv_temporal.a
# 2. Register the resulting static library and the public header dir
# with idf_component_register so it shows up on the firmware's
# include path and link line.
# - When CONFIG_CSI_TEMPORAL_HEAD_ENABLED is OFF (default): register an
# empty stub. main/temporal_task.c compiles the no-op shim path, no
# cargo, no Rust toolchain dependency. Default firmware build is
# unaffected.
# - When CONFIG_CSI_TEMPORAL_HEAD_ENABLED is ON: invoke
# `cargo +esp build --release --target xtensa-esp32s3-none-elf`,
# register the resulting libruv_temporal.a, and expose include/.
#
# Phase 4: scaffold only — registered but no kernel work runs yet.
# Phase 5: cross-compile validated, binary delta measured.
# Phase 6: enabled via CONFIG_CSI_TEMPORAL_HEAD_ENABLED Kconfig flag and
# fed from edge_processing.c.
# add_custom_command is intentionally placed AFTER idf_component_register
# because ESP-IDF runs every component's CMakeLists.txt twice — once in
# script mode for dependency discovery (where add_custom_command is
# forbidden), and once for the actual build.
if(NOT CONFIG_CSI_TEMPORAL_HEAD_ENABLED)
# Feature disabled — register an empty component so the directory's
# mere existence doesn't break the build, but do NOT invoke cargo
# or pull include/ onto consumers' include paths (the C ABI header
# would advertise capabilities we cannot honour).
idf_component_register()
return()
endif()
set(RUV_TEMPORAL_DIR "${CMAKE_CURRENT_SOURCE_DIR}")
set(RUV_TEMPORAL_TARGET "xtensa-esp32s3-none-elf")
@@ -18,9 +29,13 @@ set(RUV_TEMPORAL_PROFILE "release")
set(RUV_TEMPORAL_LIB
"${RUV_TEMPORAL_DIR}/target/${RUV_TEMPORAL_TARGET}/${RUV_TEMPORAL_PROFILE}/libruv_temporal.a")
# Run the cargo build as a custom command. ESP-IDF's CMake runs at
# configure time; we want the staticlib to exist before idf_component_register
# runs so it can be added as INTERFACE_LINK_LIBRARIES.
idf_component_register(
SRCS "shim.c"
INCLUDE_DIRS "include"
PRIV_REQUIRES "esp_common"
)
# Custom command + target run only at build time, not in script mode.
add_custom_command(
OUTPUT "${RUV_TEMPORAL_LIB}"
WORKING_DIRECTORY "${RUV_TEMPORAL_DIR}"
@@ -30,12 +45,5 @@ add_custom_command(
)
add_custom_target(ruv_temporal_rust_build ALL DEPENDS "${RUV_TEMPORAL_LIB}")
idf_component_register(
SRCS "shim.c" # tiny C shim so idf_component_register has a SRCS
INCLUDE_DIRS "include"
PRIV_REQUIRES "esp_common"
)
# Wire the staticlib in.
add_dependencies(${COMPONENT_LIB} ruv_temporal_rust_build)
target_link_libraries(${COMPONENT_LIB} INTERFACE "${RUV_TEMPORAL_LIB}")
@@ -9,10 +9,19 @@ set(SRCS
"rv_feature_state.c"
"rv_mesh.c"
"adaptive_controller.c"
# ADR-095 / #513 — on-device temporal head (no-op shims when CONFIG_CSI_TEMPORAL_HEAD_ENABLED off)
"temporal_task.c"
)
set(REQUIRES "")
# ADR-095: link the Rust ruv_temporal staticlib only when the feature is on,
# so the default firmware build doesn't depend on the (currently blocked)
# esp Rust toolchain.
if(CONFIG_CSI_TEMPORAL_HEAD_ENABLED)
list(APPEND REQUIRES ruv_temporal)
endif()
# ADR-061: Mock CSI generator for QEMU testing + ADR-081 mock radio binding
if(CONFIG_CSI_MOCK_ENABLED)
list(APPEND SRCS "mock_csi.c" "rv_radio_ops_mock.c")
@@ -323,3 +323,56 @@ menu "Mock CSI (QEMU Testing)"
depends on CSI_MOCK_ENABLED
default n
endmenu
menu "On-device temporal head (ADR-095, #513)"
config CSI_TEMPORAL_HEAD_ENABLED
bool "Enable on-device temporal-head classification"
default n
help
Compiles the ruv_temporal FreeRTOS task that runs a learned
transformer-style temporal head over the rv_feature_state
stream. Backed by the Rust ruvllm_sparse_attention staticlib
in components/ruv_temporal/. Default off — the Rust component
requires the esp Rust toolchain (see component README) and
adds ~376 KB to the firmware image. Off-board (8 MB) only
until the binary delta is measured on real hardware.
config TEMPORAL_INPUT_DIM
int "Input feature dimension"
depends on CSI_TEMPORAL_HEAD_ENABLED
default 16
range 1 256
help
Per-frame feature dimension fed into the temporal head.
16 matches a small projection of rv_feature_state_t; bump
after the host-side training crate fixes the model schema.
config TEMPORAL_WINDOW_LEN
int "Rolling window length (frames)"
depends on CSI_TEMPORAL_HEAD_ENABLED
default 256
range 32 1024
help
Number of feature frames the temporal head reasons over.
256 frames at the controller's 5 Hz fast-loop rate is ~50 s.
config TEMPORAL_N_CLASSES
int "Number of output classes"
depends on CSI_TEMPORAL_HEAD_ENABLED
default 4
range 2 16
help
Number of classification logits the model produces. Must be
≤ TEMPORAL_MAX_LOGITS in temporal_task.c (16).
config TEMPORAL_CLASSIFY_PERIOD_MS
int "Classification cadence (ms)"
depends on CSI_TEMPORAL_HEAD_ENABLED
default 1000
range 100 60000
help
How often the temporal task runs ruv_temporal_classify and
emits a 0xC5110007 packet. Default 1 s.
endmenu
@@ -19,6 +19,7 @@
#include "edge_processing.h"
#include "stream_sender.h"
#include "csi_collector.h"
#include "temporal_task.h" /* ADR-095 / #513: on-device temporal head */
#include <string.h>
#include "freertos/FreeRTOS.h"
@@ -314,6 +315,18 @@ static void emit_feature_state(void)
if (sent < 0) {
ESP_LOGW(TAG, "feature_state emit failed");
}
/* ADR-095 / #513: feed the same 9 feature floats into the on-device
* temporal head if it is enabled. Non-blocking — drops are logged
* by temporal_task itself, never by us. With CONFIG_CSI_TEMPORAL_HEAD_ENABLED
* off, this resolves to a single ESP_ERR_NOT_SUPPORTED return. */
const float feat[9] = {
pkt.motion_score, pkt.presence_score,
pkt.respiration_bpm, pkt.respiration_conf,
pkt.heartbeat_bpm, pkt.heartbeat_conf,
pkt.anomaly_score, pkt.env_shift_score, pkt.node_coherence,
};
(void)temporal_task_push_frame(feat, 9);
}
static void slow_loop_cb(TimerHandle_t t)
+17
View File
@@ -21,6 +21,7 @@
#include "csi_collector.h"
#include "stream_sender.h"
#include "temporal_task.h" /* ADR-095 / #513 */
#include "nvs_config.h"
#include "edge_processing.h"
#include "ota_update.h"
@@ -310,6 +311,22 @@ void app_main(void)
esp_err_to_name(adapt_ret));
}
/* ADR-095 / #513: spin up the on-device temporal head. Returns
* ESP_ERR_NOT_SUPPORTED when CONFIG_CSI_TEMPORAL_HEAD_ENABLED is
* off — that is the default and not an error. The fast loop
* pushes feature frames; the task runs classify at a slower
* cadence and emits 0xC5110007 packets. */
#ifdef CONFIG_CSI_TEMPORAL_HEAD_ENABLED
esp_err_t tmp_ret = temporal_task_start(
(uint32_t)CONFIG_TEMPORAL_INPUT_DIM,
(uint32_t)CONFIG_TEMPORAL_WINDOW_LEN,
(uint32_t)CONFIG_TEMPORAL_N_CLASSES);
if (tmp_ret != ESP_OK) {
ESP_LOGW(TAG, "temporal task init failed: %s",
esp_err_to_name(tmp_ret));
}
#endif
/* Initialize power management. */
power_mgmt_init(g_nvs_config.power_duty);
@@ -0,0 +1,304 @@
/**
* @file temporal_task.c
* @brief ADR-095 / #513 — On-device temporal head FreeRTOS task.
*
* Owns the only `ruv_temporal_ctx_t` in the firmware. Receives feature
* frames from the adaptive_controller fast loop via a FreeRTOS queue,
* pushes them into the rolling window, and at ~1 Hz runs a
* classification forward through the Rust `ruvllm_sparse_attention`
* staticlib (when built — see CONFIG_CSI_TEMPORAL_HEAD_ENABLED).
*
* The whole file compiles down to no-op shims when the feature is off,
* so adaptive_controller.c can call `temporal_task_push_frame()`
* unconditionally — the function returns ESP_ERR_NOT_SUPPORTED and
* costs one nullable check.
*/
#include "temporal_task.h"
#include <string.h>
#include "esp_log.h"
#include "esp_timer.h"
#include "sdkconfig.h"
static const char *TAG = "temporal";
#ifdef CONFIG_CSI_TEMPORAL_HEAD_ENABLED
#include "freertos/FreeRTOS.h"
#include "freertos/queue.h"
#include "freertos/task.h"
#include "csi_collector.h" /* node_id */
#include "stream_sender.h"
#include "ruv_temporal.h" /* C ABI from components/ruv_temporal */
/* Queue depth — picked so that the adaptive controller's fast loop
* (default 5 Hz) can't overrun the temporal task even if classify()
* stalls for ~6 s. Drops beyond that are logged. */
#define TEMPORAL_QUEUE_DEPTH 32
/* Stack sized per ADR-095 §3.3. The kernel forward + intermediate
* tensors are bounded by `forward_flash` tiling, but rv_feature_state
* marshalling, logging, and stream_sender_send all share this stack. */
#define TEMPORAL_TASK_STACK 16384
/* Pinned to Core 1, like edge_dsp. WiFi runs on Core 0 — keep them
* apart so the temporal forward doesn't compete with CSI capture. */
#define TEMPORAL_TASK_CORE 1
/* Classification cadence in milliseconds. 1 Hz is the ADR-095 §3 default. */
#ifndef CONFIG_TEMPORAL_CLASSIFY_PERIOD_MS
#define CONFIG_TEMPORAL_CLASSIFY_PERIOD_MS 1000
#endif
/* Maximum logits buffer — sized to the largest n_classes any of the
* ADR-095 §4 use cases needs (anomaly = 2, fall = 3, gesture = 8). */
#define TEMPORAL_MAX_LOGITS 16
/* ---- Module state ----------------------------------------------------- */
typedef struct {
float frame[TEMPORAL_MAX_LOGITS * 8]; /* generous; trimmed via input_dim */
uint32_t frame_len;
} temporal_msg_t;
static QueueHandle_t s_queue;
static TaskHandle_t s_task;
static ruv_temporal_ctx_t *s_ctx;
static uint32_t s_input_dim;
static uint32_t s_window_len;
static uint32_t s_n_classes;
static uint32_t s_seq;
static uint32_t s_drop_count;
static uint64_t s_last_drop_log_us;
/* Lightweight CRC32 (IEEE 802.3 polynomial 0xEDB88320), table-free.
* Used only for the 36-byte classification packet — speed isn't
* critical. Existing firmware has its own CRC32 in csi_collector.c
* but we don't link against it from here to keep coupling narrow. */
static uint32_t crc32_ieee(const uint8_t *data, size_t len)
{
uint32_t crc = 0xFFFFFFFFu;
for (size_t i = 0; i < len; i++) {
crc ^= data[i];
for (int b = 0; b < 8; b++) {
uint32_t mask = -(int32_t)(crc & 1u);
crc = (crc >> 1) ^ (0xEDB88320u & mask);
}
}
return ~crc;
}
static void emit_classification(const float *logits, uint32_t n)
{
/* Find argmax + margin in one pass. */
uint32_t argmax = 0;
float top1 = logits[0];
float top2 = -1e30f;
for (uint32_t i = 1; i < n; i++) {
float v = logits[i];
if (v > top1) {
top2 = top1;
top1 = v;
argmax = i;
} else if (v > top2) {
top2 = v;
}
}
rv_temporal_pkt_t pkt;
memset(&pkt, 0, sizeof(pkt));
pkt.magic = RV_TEMPORAL_PKT_MAGIC;
pkt.version = 1;
pkt.n_classes = (uint16_t)n;
pkt.node_id = csi_collector_get_node_id();
pkt.ts_us = (uint64_t)esp_timer_get_time();
pkt.seq = ++s_seq;
pkt.argmax = (uint8_t)argmax;
pkt.top_logit = top1;
pkt.top1_minus_top2 = top1 - top2;
pkt.crc32 = crc32_ieee((const uint8_t *)&pkt, sizeof(pkt) - sizeof(pkt.crc32));
int sent = stream_sender_send((const uint8_t *)&pkt, sizeof(pkt));
if (sent < 0) {
ESP_LOGW(TAG, "classification emit failed");
}
}
static void temporal_task_loop(void *arg)
{
(void)arg;
ESP_LOGI(TAG, "temporal task online (window=%u dim=%u classes=%u core=%d)",
(unsigned)s_window_len, (unsigned)s_input_dim,
(unsigned)s_n_classes, TEMPORAL_TASK_CORE);
/* Self-test the kernel link before touching real frames. */
if (ruv_temporal_kernel_self_test() != ESP_OK) {
ESP_LOGE(TAG, "ruv_temporal_kernel_self_test FAILED — temporal head disabled");
s_ctx = NULL;
vTaskDelete(NULL);
return;
}
uint64_t next_classify_us = esp_timer_get_time()
+ (uint64_t)CONFIG_TEMPORAL_CLASSIFY_PERIOD_MS * 1000ull;
float logits[TEMPORAL_MAX_LOGITS];
for (;;) {
temporal_msg_t msg;
/* Block up to 100 ms for a frame, then check if it's time to
* classify. This double-poll keeps the cadence honest even
* during long quiet periods. */
if (xQueueReceive(s_queue, &msg, pdMS_TO_TICKS(100)) == pdTRUE) {
if (s_ctx != NULL) {
(void)ruv_temporal_push(s_ctx, msg.frame);
}
}
uint64_t now_us = esp_timer_get_time();
if (now_us >= next_classify_us && s_ctx != NULL) {
esp_err_t cret = ruv_temporal_classify(s_ctx, logits, s_n_classes);
if (cret == ESP_OK) {
emit_classification(logits, s_n_classes);
} else {
ESP_LOGW(TAG, "classify returned 0x%x", (unsigned)cret);
}
next_classify_us = now_us
+ (uint64_t)CONFIG_TEMPORAL_CLASSIFY_PERIOD_MS * 1000ull;
}
/* Coalesce drop-count logs to once per second so a backlog
* doesn't flood the serial console. */
if (s_drop_count > 0 && now_us - s_last_drop_log_us > 1000000ull) {
ESP_LOGW(TAG, "queue full — dropped %u feature frames",
(unsigned)s_drop_count);
s_drop_count = 0;
s_last_drop_log_us = now_us;
}
}
}
esp_err_t temporal_task_start(uint32_t input_dim,
uint32_t window_len,
uint32_t n_classes)
{
if (s_task != NULL) {
return ESP_OK; /* idempotent */
}
if (input_dim == 0 || window_len == 0 || n_classes == 0) {
return ESP_ERR_INVALID_ARG;
}
if (n_classes > TEMPORAL_MAX_LOGITS) {
ESP_LOGE(TAG, "n_classes=%u exceeds TEMPORAL_MAX_LOGITS=%d",
(unsigned)n_classes, TEMPORAL_MAX_LOGITS);
return ESP_ERR_INVALID_SIZE;
}
/* Allocate the kernel context. Phase 4 stub returns ESP_OK without
* weights; Phase 5b will accept a real weights blob. */
esp_err_t ret = ruv_temporal_init(NULL, 0, input_dim, window_len, n_classes,
&s_ctx);
if (ret != ESP_OK) {
ESP_LOGE(TAG, "ruv_temporal_init failed: 0x%x", (unsigned)ret);
return ret;
}
s_input_dim = input_dim;
s_window_len = window_len;
s_n_classes = n_classes;
s_seq = 0;
s_drop_count = 0;
s_last_drop_log_us = 0;
s_queue = xQueueCreate(TEMPORAL_QUEUE_DEPTH, sizeof(temporal_msg_t));
if (s_queue == NULL) {
ESP_LOGE(TAG, "queue create failed");
ruv_temporal_destroy(s_ctx);
s_ctx = NULL;
return ESP_ERR_NO_MEM;
}
BaseType_t ok = xTaskCreatePinnedToCore(
temporal_task_loop, "ruv_temporal", TEMPORAL_TASK_STACK,
NULL, 4 /* priority, below edge_dsp */,
&s_task, TEMPORAL_TASK_CORE);
if (ok != pdPASS) {
ESP_LOGE(TAG, "task create failed");
vQueueDelete(s_queue);
s_queue = NULL;
ruv_temporal_destroy(s_ctx);
s_ctx = NULL;
return ESP_ERR_NO_MEM;
}
return ESP_OK;
}
esp_err_t temporal_task_push_frame(const float *frame, uint32_t frame_len)
{
if (frame == NULL || frame_len == 0) {
return ESP_ERR_INVALID_ARG;
}
if (s_queue == NULL) {
return ESP_ERR_NOT_FOUND;
}
temporal_msg_t msg;
uint32_t cap = (uint32_t)(sizeof(msg.frame) / sizeof(msg.frame[0]));
uint32_t n = (frame_len < cap) ? frame_len : cap;
if (n < s_input_dim) {
/* Pad short frames with zeros so the rolling window stays
* dimension-stable from the kernel's perspective. */
memcpy(msg.frame, frame, n * sizeof(float));
memset(&msg.frame[n], 0, (s_input_dim - n) * sizeof(float));
msg.frame_len = s_input_dim;
} else {
memcpy(msg.frame, frame, s_input_dim * sizeof(float));
msg.frame_len = s_input_dim;
}
/* Non-blocking — temporal head is best-effort. */
if (xQueueSend(s_queue, &msg, 0) != pdPASS) {
s_drop_count++;
return ESP_ERR_TIMEOUT;
}
return ESP_OK;
}
void temporal_task_stop(void)
{
if (s_task != NULL) {
vTaskDelete(s_task);
s_task = NULL;
}
if (s_queue != NULL) {
vQueueDelete(s_queue);
s_queue = NULL;
}
if (s_ctx != NULL) {
ruv_temporal_destroy(s_ctx);
s_ctx = NULL;
}
}
#else /* !CONFIG_CSI_TEMPORAL_HEAD_ENABLED */
esp_err_t temporal_task_start(uint32_t input_dim,
uint32_t window_len,
uint32_t n_classes)
{
(void)input_dim;
(void)window_len;
(void)n_classes;
return ESP_ERR_NOT_SUPPORTED;
}
esp_err_t temporal_task_push_frame(const float *frame, uint32_t frame_len)
{
(void)frame;
(void)frame_len;
return ESP_ERR_NOT_SUPPORTED;
}
void temporal_task_stop(void) {}
#endif /* CONFIG_CSI_TEMPORAL_HEAD_ENABLED */
@@ -0,0 +1,98 @@
/* SPDX-License-Identifier: MIT
*
* temporal_task.h — On-device temporal head FreeRTOS task (ADR-095, #513).
*
* Owns the lifecycle of the `ruv_temporal_ctx_t` from
* components/ruv_temporal/include/ruv_temporal.h. Exposes:
*
* 1. `temporal_task_start()` — spawn the task with its own 16 KB stack
* pinned to Core 1, allocate a feed queue. Caller (main.c) ignores
* ESP_ERR_NOT_SUPPORTED when CONFIG_CSI_TEMPORAL_HEAD_ENABLED is off.
* 2. `temporal_task_push_frame()` — non-blocking enqueue from the
* adaptive_controller fast loop. Drops on full queue (logs once
* per second) — the temporal head is best-effort, the physics-only
* path keeps producing vitals regardless.
* 3. `temporal_task_stop()` — cleanly tear down (currently used only
* for tests; production firmware never calls this).
*
* Thread safety: per ADR-095 §3.3 the temporal task itself is the
* single owner of the underlying `ruv_temporal_ctx_t`. Callers
* communicate exclusively via the FreeRTOS queue.
*
* Output: every ~1 s the task runs `ruv_temporal_classify` and emits a
* `0xC5110007 RV_TEMPORAL_CLASSIFICATION` packet via stream_sender.
*/
#pragma once
#include <stdint.h>
#include "esp_err.h"
#ifdef __cplusplus
extern "C" {
#endif
/* Magic for the classification packet (ADR-095 §3.5). 0xC5110001..0006
* are taken; 0007 is the next free slot. */
#define RV_TEMPORAL_PKT_MAGIC 0xC5110007u
/* On-the-wire packet for one classification result. Little-endian.
* Size: 40 bytes. CRC covers everything before it.
*
* Field layout (bytes):
* [00..04) magic 4
* [04..06) version 2
* [06..08) n_classes 2
* [08..09) node_id 1
* [09..0C) reserved 3
* [0C..14) ts_us 8
* [14..18) seq 4
* [18..19) argmax 1
* [19..1C) reserved2 3
* [1C..20) top_logit 4
* [20..24) top1_minus_top2 4
* [24..28) crc32 4
* total: 40
*/
typedef struct __attribute__((packed)) {
uint32_t magic; /* 0xC5110007 */
uint16_t version; /* 1 */
uint16_t n_classes; /* matches init() value */
uint8_t node_id; /* csi_collector_get_node_id() */
uint8_t reserved[3];
uint64_t ts_us; /* esp_timer_get_time() at classify */
uint32_t seq; /* monotonic, increments per emit */
uint8_t argmax; /* highest-logit class */
uint8_t reserved2[3];
float top_logit; /* logits[argmax] */
float top1_minus_top2; /* margin — useful for downstream gating */
uint32_t crc32;
} rv_temporal_pkt_t;
/* Build-time guard so the wire format never silently changes. */
_Static_assert(sizeof(rv_temporal_pkt_t) == 40,
"rv_temporal_pkt_t must be 40 bytes (ADR-095 §3.5)");
/* Start the temporal task. Returns ESP_ERR_NOT_SUPPORTED when the
* feature is compiled out — caller should treat that as a non-error
* and continue. Returns ESP_OK on success.
*
* input_dim : feature dimension per frame (e.g. 60 for rv_feature_state_t)
* window_len : rolling window in frames (e.g. 256)
* n_classes : number of output logits the model produces (e.g. 4)
*/
esp_err_t temporal_task_start(uint32_t input_dim,
uint32_t window_len,
uint32_t n_classes);
/* Non-blocking push from the adaptive_controller fast loop. Returns
* ESP_OK on enqueue, ESP_ERR_NOT_FOUND if the task isn't running,
* ESP_ERR_TIMEOUT if the queue was full. Never blocks the caller. */
esp_err_t temporal_task_push_frame(const float *frame, uint32_t frame_len);
/* Optional teardown — currently unit-test only. */
void temporal_task_stop(void);
#ifdef __cplusplus
}
#endif