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5 Commits
| Author | SHA1 | Message | Date | |
|---|---|---|---|---|
 Dragan Spiridonov
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3ed43e9a2f |
fix(python): ship SOTA bindings in release wheels; make parity tests arch-portable
Three coupled defects, all found by building the wheel and running the real
suite on Apple Silicon rather than trusting green CI.
1. THE P6 SOTA BINDINGS NEVER REACHED USERS (release blocker).
`pip-release.yml`'s cibuildwheel built the DEFAULT feature set, so published
wheels contained none of aether/mat/meridian. `pip install
wifi-densepose[aether]` then raised ImportError — and the extra is empty, so
its own error message ("install the [aether] extra") sent users in a circle.
A pip extra cannot enable a Rust cargo feature on an already-built wheel, so
the only way P6 reaches PyPI is to compile it in.
Fix: the RELEASE build opts in via `MATURIN_PEP517_ARGS="--features sota"`
(per-platform, since CIBW_ENVIRONMENT_LINUX overrides CIBW_ENVIRONMENT).
`default = []` in Cargo.toml, the RuView#1387-default-wheel-budget-config
fix-marker, and the wheel-size-budget job are all left UNTOUCHED — they keep
guarding the small base compile. Measured published wheel: 1.68 MiB, well
under the ADR-117 §5.4 5 MiB budget. Proven: built via the exact PEP517 path,
`import wifi_densepose.aether/mat/meridian` all succeed.
2. THE WHEEL SMOKE TEST COULD NOT SEE #1.
CIBW_TEST_COMMAND only asserted `hello()` and PRINTED `__build_features__`.
The one signal that would reveal missing bindings was dumped to stdout and
ignored, so a featureless wheel published green. It now ASSERTS the p6
features are present and imports the three modules. Proven red→green: fails
on the old featureless wheel ("missing SOTA bindings: [...]"), passes on the
fixed one.
3. THE AETHER PARITY TESTS WERE NOT PORTABLE ACROSS THE WHEEL MATRIX.
`test_aether.py` and the native `aether_parity.rs`/`aether_weights_parity.rs`
hashed the raw f32 embedding bytes (SHA-256) against a committed golden. The
embedding is pure f32 with transcendental ops (ln/sqrt/cos) that are not
bit-reproducible across CPUs/libm, so the hash only ever matched the one arch
that generated it. This passed in python-ci (x86) but fails on the aarch64 /
macOS-arm wheels this same project ships — latent until #1 is fixed and the
bindings actually load. Every tolerance/behavioral assertion already passed;
only the two byte-hash tests failed, which is the signature of a non-portable
golden, not a logic bug.
Fix: compare to a committed golden VECTOR within tolerance
(atol=rtol=1e-4 — ~100x cross-arch f32 drift, ~100x under any real algorithm
change), on both the Python and native sides against the SAME golden. Native
≈ golden and binding ≈ golden together prove binding ≈ native, portably.
`.sha256` goldens replaced by `.json` vectors.
Also: the aether/mat/meridian import shims told users to `pip install
wifi-densepose[<x>]` on a missing feature — an empty extra that cannot help.
Corrected to name the real fix (rebuild with `--features <x>`); message tests
updated to assert the honest message and forbid the misleading one.
Verified on aarch64/macOS: full `python/tests/` suite 227 passed against a wheel
built with the new mechanism; `cargo check --tests --features aether` clean.
The native `.rs` parity tests were converted by inspection and cargo-checked but
not executed — they link against the PyO3 crate and no workflow runs them today
(a pre-existing gap; wiring `cd python && cargo test --features sota` into
python-ci would make the native anchor actually run).
Co-Authored-By: Ruflo & AQE
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ruv
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65da488add |
feat(adr-185): add weight-loading capability to AETHER EmbeddingExtractor (§13.a)
Closes the ADR-185 §13.a follow-up (the tractable, data-independent one of
the three §6.7 gaps): the bound EmbeddingExtractor was random-Xavier-init
only, with NO way to load real weights — so it was structurally untrained.
This adds the *capability* to load weights whenever a trained checkpoint
exists. It does NOT itself produce trained/SOTA embeddings and does NOT
close §6.7 (still no trained checkpoint, no labeled data, no eval harness).
Serialization: not greenfield — EmbeddingExtractor already had
flatten_weights()/unflatten_weights() (flat Vec<f32>). wifi-densepose-aether
is a deliberately dependency-free std-only leaf crate (ADR-185 §13), so
rather than add safetensors/serde/bincode (which would undo the zero-dep
property), the on-disk format is raw little-endian f32 with a 12-byte header
(magic "AETHERW1" + u32 param count) — zero new deps.
Native (v2/crates/wifi-densepose-aether/src/embedding.rs):
- EmbeddingExtractor::save_weights(path) / load_weights(path). load_weights
never panics: errors on unreadable file, short/oversized payload, bad
magic, or a param-count mismatch (delegated to unflatten_weights).
- Default (no weights) construction is UNCHANGED — still random init,
clearly labeled untrained. Purely additive.
Python binding (python/src/bindings/aether.rs, .pyi):
- EmbeddingExtractor.load_weights(path) / save_weights(path) / param_count,
GIL-released, ValueError on bad input.
Tests (both Rust and Python, per the task):
- Rust unit (embedding.rs): load_weights_actually_replaces_weights_and_
round_trips proves the loaded weights MOVE the embedding away from the
random-init baseline (not a silent no-op), match the source extractor
(round-trip), and are bit-identical after the file round-trip; plus a
bad-magic/wrong-count rejection test.
- Cross-language golden (aether_weights_parity.rs + test_aether.py): a
shared deterministic weight formula (w[i]=k/65536-0.5, exact in f32+f64)
written to the AETHER format; both native Rust and the Python binding load
it and must produce the byte-identical embedding SHA-256
(tests/golden/aether_loaded_embedding.sha256) — proving the binding's
load path is bit-identical to native, and (vs the random baseline) that
the loaded weights are actually used.
Verified:
cargo test -p wifi-densepose-aether 98 passed, 0 failed
cargo test --features aether --test aether_parity
--test aether_weights_parity 3 passed, 0 failed
maturin develop --features aether + pytest test_aether.py 13/13 pass
default cargo build (no aether feature) clean
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ruv
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1c9727f9cf |
feat(adr-185): P3 MAT bindings (wifi_densepose.mat) + parity harness
Bind the ADR-024 MAT (Mass Casualty Assessment Tool) disaster-survivor detection + START triage surface into the wheel behind a gated [mat] extra / Cargo `mat` feature, mirroring the upstream disaster/ML gating. Also adds the [sota] superset extra (aether+meridian+mat). Surface (bound against the REAL code at HEAD, not the ADR wishlist): - DisasterType (9 variants) / TriageStatus (5, START) enums - DisasterConfig (builder-backed, continuous_monitoring forced off) - DisasterResponse: initialize_event / add_zone / push_csi_data / scan_once / survivors / survivors_by_triage - Survivor (id, triage_status, confidence, location, latest_vitals) - VitalSignsReading (breathing/heartbeat rate, movement, confidence) - ScanZone.rectangle / ScanZone.circle push_csi_data + scan_once are GIL-released. Honest deviations from ADR section 3.4 (documented in module header): - ADR proposed adding a Rust-side sync scan_once() (section 11.3). That was UNNECESSARY: the public async start_scanning() runs exactly one scan_cycle and returns when continuous_monitoring == false. The binding forces that flag off and drives one cycle on a private current-thread tokio runtime -- NO change to wifi-densepose-mat. - scan_cycle requires an active event + Active zone, which the ADR surface omitted; initialize_event + add_zone are bound as required additions. - Survivor.vital_signs is a *history* in the real code; bound as Survivor.latest_vitals -> Optional[VitalSignsReading]. - DisasterType has 9 variants at HEAD (adds Landslide/MineCollapse/ Industrial/TunnelCollapse); all bound. Parity (section 4.1, release-blocking): committed fixture mat_input.json (synthetic breathing-modulated CSI stream) -> native Rust reference (tests/mat_parity.rs, drives DisasterResponse directly) locks tests/golden/mat_result.sha256 over a canonical `count=<K>;triage_priorities=<sorted>` string (survivor UUIDs/timestamps excluded as non-deterministic); pytest (tests/test_mat.py) runs the same stream through the binding and asserts the identical hash. Both detect exactly 1 survivor, triage Delayed. Honest: synthetic fixture proves binding==native path equality, NOT live detection accuracy. Verified: cargo test --features mat --test mat_parity -> 2/2 pass maturin develop --features mat + pytest tests/test_mat.py -> 7/7 pass default cargo build clean, 0 mat/tokio refs in the default dep graph. WHEEL-SIZE FINDING (ADR-185 section 9): default-features=false drops MAT's `api` (axum) and `ruvector` features, but MAT still carries NON-optional tokio (rt/sync/time), wifi-densepose-nn (ort/ONNX + reqwest/hyper), rustfft, geo, ndarray. So a [mat] wheel exceeds the ADR-117 section 5.4 <=5 MB budget -- same leaf-crate-hoist follow-up as AETHER/MERIDIAN. The default wheel is untouched (feature-gated). |
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ruv
|
189ac9dfb0 |
feat(adr-185): P2 MERIDIAN bindings (wifi_densepose.meridian) + parity harness
Bind the ADR-027 MERIDIAN cross-environment domain-generalization surface
into the wheel behind a gated [meridian] extra / Cargo `meridian` feature.
Inference/adaptation path only (tch-free), per ADR-185 section 3.3.
Surface (bound against the REAL code at HEAD, not the ADR wishlist):
- HardwareType / HardwareNormalizer / CanonicalCsiFrame (from
wifi-densepose-signal::hardware_norm)
- MeridianGeometryConfig / GeometryEncoder (64-dim, permutation-invariant)
- RapidAdaptation / AdaptationResult (push_frame + adapt, LoRA deltas)
- CrossDomainEvaluator + mpjpe (from wifi-densepose-train, NO tch-backend)
All compute paths GIL-released (py.allow_threads).
Honest deviations from ADR section 3.3 (documented in the module header):
- ADR's RapidAdaptation.calibrate(windows) and AdaptationResult.converged
DO NOT EXIST. Real API is push_frame + adapt(); result carries
{lora_weights, final_loss, frames_used, adaptation_epochs}. Bound as-is.
- ADR's HardwareType.detect exposed as a staticmethod delegating to the
real HardwareNormalizer::detect_hardware.
- ADR's normalize(frame: CsiFrame, hw) is really normalize(amplitude,
phase, hw) over f64 vectors returning Result; bound faithfully.
- CanonicalCsiFrame fields are singular amplitude/phase (ADR said plural).
Training-time types (DomainFactorizer, GradientReversalLayer,
VirtualDomainAugmentor) are out of P6 scope (need the libtorch tier).
Parity (section 4.1, release-blocking): committed fixture
meridian_input.json -> native Rust reference (tests/meridian_parity.rs,
calls hardware_norm + geometry + rapid_adapt directly) locks
tests/golden/meridian_output.sha256 over the concatenated f32 outputs
(esp32+intel canonical frames, 64-dim geometry vector, rapid-adapt LoRA
weights); pytest (tests/test_meridian.py) runs the same fixture through
the binding and asserts the identical SHA-256. Both pass.
Verified:
cargo test --features meridian --test meridian_parity -> 2/2 pass
maturin develop --features meridian + pytest tests/test_meridian.py
-> 13/13 pass
default cargo build clean, 0 train/signal/sensing-server refs in the
default dep graph (gate keeps the base wheel lean).
WHEEL-SIZE FINDING (ADR-185 section 9 / section 1.2): the libtorch risk
the ADR feared is AVOIDED -- wifi-densepose-train's `tch` dep is properly
optional (feature tch-backend, OFF), so no libtorch links. BUT train
still carries NON-optional deps: tokio (rt subset), the five ruvector-*
crates, and wifi-densepose-nn (which itself pulls `ort` / ONNX Runtime +
reqwest/hyper). So a [meridian] wheel exceeds the ADR-117 section 5.4
<=5 MB budget (though lighter than AETHER's axum/tokio server tree). The
clean fix is the same leaf-crate hoist: move the pure inference modules
(geometry, rapid_adapt, eval, hardware_norm) into a tch/tokio/ort-free
leaf crate. A required pre-release follow-up, not a functional blocker;
P2 binds real code and proves parity today.
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ruv
|
d060998e3b |
feat(adr-185): P1 AETHER bindings (wifi_densepose.aether) + parity harness
Bind the ADR-024 contrastive CSI embedding surface into the wheel behind
a gated [aether] extra / Cargo `aether` feature, per ADR-185 section 3.2.
Surface (bound against the REAL code at HEAD, not the ADR wishlist):
- AetherConfig -> EmbeddingConfig {d_model,d_proj,temperature,normalize}
- CsiAugmenter -> augment_pair(window, seed)
- EmbeddingExtractor -> embed(csi): 128-dim L2-normed, GIL-released
- info_nce_loss, cosine_similarity (module fns)
ADR-185 section 3.2 also names aether_loss/VICReg components,
alignment_metric, uniformity_metric, forward_dual, and vicreg_* config
fields. None exist in embedding.rs at HEAD, so they are intentionally NOT
bound (a Rust-side gap, not a binding gap) rather than fabricated.
Parity (section 4.1, release-blocking): committed fixture
aether_input.json -> native Rust reference (tests/aether_parity.rs, calls
sensing-server EmbeddingExtractor directly) locks
tests/golden/aether_embedding.sha256; pytest (tests/test_aether.py) runs
the same fixture through the binding and asserts the identical SHA-256 of
the LE f32 bytes. Both pass.
Verified: cargo test --features aether --test aether_parity -> 2/2 pass;
maturin develop --features aether + pytest tests/test_aether.py -> 9/9
pass; default cargo build clean with 0 sensing-server refs in the dep
graph (gate keeps the base wheel lean).
HONEST WHEEL-SIZE FINDING (ADR-185 section 9 / Open Q 11.1, unresolved):
wifi-densepose-sensing-server is an Axum/tokio crate whose tokio/axum/
worldgraph/ruvector deps are NON-optional (only mqtt/matter are
features), so default-features=false does NOT drop them. An [aether]
wheel therefore links the full server tree and BREAKS the ADR-117 section
5.4 <=5 MB budget. The fix is the ADR-sanctioned hoist of embedding.rs
(+ its graph_transformer/sona siblings) into a leaf crate so the wheel
links pure compute only -- a change INSIDE wifi-densepose-sensing-server,
owned by another agent this session, so deferred as a required
pre-release follow-up. P1 binds real code and proves parity today; the
hoist is a wheel-size optimization, not a functional blocker.
Note: building required initializing the worldgraph/rufield/ruvector
submodules (absent in the fresh worktree).
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