Commit graph

2 commits

Author SHA1 Message Date
monkey-w1n5t0n
b6819fd26f feat(wasm)!: P2.2 — nisps_ml_create honours dims; runtime-shaped browser MLP + reshape
Operator-approved ABI change (P2 stop-point). The WASM MLP is now
MLPCore<DynamicStorage>:

- nisps_ml_create(input, output, hidden[3], n, seed) honours its args;
  non-positive/null fall back to the historical 32→[10,14,18]→126, so
  every pre-P2 caller (manifold, worker, parity harness) stays
  bit-identical. Invalid/oversized dims (>4096) → null.
- NEW nisps_ml_reshape(ml, in, out, hidden, n, spread): fresh net at the
  new dims, warm-started via nisps/ml/warm_start.hpp (overlapping region
  copied; rest keeps spread init); feedback controller re-created (state
  resets — reset-on-reshape modal is the front-end contract). Failure
  leaves the old net untouched.
- nisps_ml_describe(ml, out): takes the handle; null reports defaults.
- FeedbackController got the same storage split: algorithms in
  FeedbackControllerCore<FbStorage>; FixedFeedbackStorage keeps firmware/
  tests source-identical via the old alias; DynamicFeedbackStorage (one
  arena) sizes to the runtime net. Firmware .text unchanged (122692).
- MLHandle: per-instance scratch vectors; dropped the dead 2MB
  batch_out_scratch.
- TS: types.ts decls (+_nisps_ml_reshape), wasm-iml re-describes the
  created instance, worker carries a shape-contract note for P2.3.

Verified: ctest 4/4 incl. new warm-start grow/shrink test; reshape ABI
smoke (dims honoured, overlap survives, invalid rejected, outputs
bounded); parity PASS unchanged (2.4e-7); lint clean; manifold 9 unit +
20 e2e green; firmware .text 122692 (+0.30% vs pre-P2 baseline).
2026-07-14 03:38:06 +02:00
monkey-w1n5t0n
8a19e5b52c refactor(ml)!: P2.1 storage-policy split — MLPCore<Storage>, fixed + dynamic models
Algorithms (forward, backprop/SGD, init, move_weights, diagnostics) now live
once in MLPCore<Storage> (nisps/ml/mlp.hpp). Storage models:

- FixedStorage (storage.hpp): template-sized std::array, zero heap. The
  classic MLP<NIn,H1,H2,H3,NOut,...> is an alias preserving kInput/kHidden*/
  kOutput/kNumLayers/weight_count() constexpr — firmware + bindings + modes
  compile unchanged.
- DynamicStorage (dynamic_storage.hpp): runtime dims, ONE arena allocation
  at construction, nothing per-call. #error under NISPS_TARGET_EMBEDDED
  (new macro in core/perf.hpp); sole lint-cpp.sh heap-allowlist entry, plus
  a lint check that fails if the #error guard disappears.

Verification:
- new ctest test_mlp_storage_parity: fixed↔dynamic BIT-identical across
  init/draw/inference/train(FIFO)/move_weights(pin mask)/eval_loss/
  layer_stats/set_weights/infer_batch/reset; invalid+moved-from inert
- golden ML vectors (pre-refactor constants) pass → bit-stable refactor
- native↔WASM parity PASS, max delta unchanged (2.4e-7)
- chokepoint B compile: PAFSynth .text 122324→122692 (+0.30%, ±1% budget);
  RAM +416B (eval scratch)
- fix: firmware-common.sh used bare 'python' (absent here) → ${PYTHON:-python3}

Part of one-core-engine-refactor P2. nisps_ml_create ABI untouched (P2.2 is
an operator stop-point).
2026-07-13 23:47:03 +02:00