Fixed indentation issue on diagram in README.md#4
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codal-tshah
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This was referenced May 12, 2026
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…set loader test (#537) Closes the remaining doable items from the 2026-05-11 training-pipeline audit: #6 (CSI format default = 56-sc / 1 NIC) + #7 (multi-band 168-sc mesh not in config): new `TrainingConfig::for_subcarriers(native, target)` plus named presets `mmfi()` (114→56), `ht40_192()` (≈192-sc ESP32 HT40 → 56) and `multiband_168()` (168-sc ADR-078 multi-band mesh → 56). Non-MM-Fi CSI shapes are now first-class instead of requiring manual `native_subcarriers` / `num_subcarriers` overrides; the field docs list the supported source counts and the multi-NIC mapping (a 2–3-node mesh currently rides on `n_rx` until a dedicated node dimension lands). Model input width stays `num_subcarriers`; the presets only vary the resampling input. #4 (proof.rs uses synthetic data): reframed — a deterministic proof *must* use a reproducible source, so `verify-training` correctly stays on `SyntheticCsiDataset`. The real gap was that nothing exercised the on-disk `MmFiDataset` path. New `tests/test_real_loader.rs` writes synthetic CSI to `.npy` files in the `MmFiDataset::discover` layout, loads it back, and checks the resulting `CsiSample` — covering the no-interp case, the subcarrier-interpolation branch, and the empty-root case. Adds `ndarray` / `ndarray-npy` as dev-deps for the fixture writing. cargo check + cargo test -p wifi-densepose-train --no-default-features: clean, all existing tests green, 3 new loader tests + the updated config doctest pass. Purely additive — no model-shape change, no tch-module change.
ruvnet
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Publishing the additive changes from PRs #536/#537 to crates.io: - `signal_features` module — wires `wifi-densepose-signal` into the pipeline (audit #1/#2) - `TrainingConfig::for_subcarriers` / `ht40_192()` / `multiband_168()` presets + the real `MmFiDataset` loader integration test (audit #4/#6/#7) No public API removals or changes — additive only, so 0.3.0 -> 0.3.1 is semver-correct. No other workspace crate depends on `wifi-densepose-train`, so this is a standalone bump. Co-Authored-By: claude-flow <ruv@ruv.net>
This was referenced May 23, 2026
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I don't know whats up with the last line. I didn't touch it.