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Author SHA1 Message Date
monkey-w1n5t0n
a77770f95d feat: curve truth, DriverConfig, real telemetry, engine benchmark
Four items from one workflow, committed together because their build and CI
wiring genuinely interleaves — nisps/CMakeLists.txt, run-all-tests.sh and
ci.yml each carry hunks from two of them, and the stage renumbering (1/5 ->
1/6) touches every line. Splitting would produce commits that do not build,
which is worse than a commit that does four things and says so.

S26 part 2 — the curve declaration now matches reality. params[].curve stays
the mode-wide DEFAULT; a voice_spaces entry may now be {name, curve_overrides}
declaring only the slots where THAT voice space deviates. The 6 modes with one
voice space are byte-identical. The values were derived MECHANICALLY by a new
codegen/curve-audit.ts that models the four idioms a p[N]*p[N] regex misses
(alias form, memlcelium's implicit-counter sq() lambda, loop-generated indices,
smooth_params_), inlines helpers, and RAISES rather than guessing when it
cannot reduce an expression. A drift gate cross-checks 1179 (voice space x
param) slots against engine source on every run and was proved to fail loudly
on three drift classes. Application stays in the engine: nisps/engines,
nisps/pipeline and nisps/core are untouched, generated output is pure insertion
(755 insertions, 0 deletions), and the rebuilt nisps.wasm was byte-identical.

S4 / 7.2 — firmware reads the active mode's driver config at mode start, and
mic/line is real. My brief assumed the engine owns this; the code disagreed and
the code was right. sound_analysis_midi's EngineT is NoOpEngine — the mic lives
on a separately-composed AnalysisEngine member — so engine-level wiring would
have compiled, passed every gate, and left the one mic mode on line input.
Hence a mode-level seam defaulting to engine().driver_config(). Separately,
DriverConfig's defaults (line_level 0, output_volume 1.0) had drifted from
memllib's actual 3/0.8 because nothing had ever read them; wiring them as-is
would have made every silent mode louder and its line input maximally
insensitive — a behaviour change disguised as plumbing. Now pinned by a test.
Also: GetSysClockSpeed() panic()s on unsupported sample rates and runs on the
first line of setup(), so sample_rate needed a fallback ahead of clock setup.
CI's firmware env list gains soundanalysismidi — it is the only mic variant and
nothing else compiles that path.

Plan 5e — telemetry is real. A loss_history C-API entry across the full 5-layer
chain lets the browser read the per-iteration loss the core already records.
The audit named one fabrication site; there were two — wasm-iml.ts's
synchronous train() published lossHistory: [loss] as well. A third, ctx.loss,
was not merely dead but actively synthetic (fallbacks of prev * 0.82 and a
literal 0.5, rendered by nothing) and is deleted. The firmware buffer stays
untouched, per the L25 call. EngineApi.lossHistory() reads spine state rather
than the MLP handle, because trainAsync() fits on the worker's mirror net and
the handle would give a subtly-wrong second answer.

Plan 5f — engine throughput is measurable. One source compiled twice (CMake
natively, emcc for WASM) so the targets compare directly and no WASM export is
added. Sequencers are driven into a working state, and every row prints its own
working-state evidence so a number produced by an idle engine is visible rather
than plausible. Reports, never asserts: a wall-clock threshold on shared
hardware is meaningless or flaky, same call as the firmware size job.

ALIGNMENT: the telemetry defect is deleted (built, not deferred); the
performance defect is rewritten to what is actually left — these are HOST
numbers, and nothing measures the RP2350 at 150 MHz, which is the target the
mission's constraint is about. Q4 (memllib ownership) and Q5 (legacy feedback
modes) are closed.

Corrections to my own earlier claims, both found by agents contradicting the
brief: manifold/ONBOARDING.md was NOT "now accurate" — its primitives list
still named five deleted primitives and cited a seededGradient() that does not
exist. And the parity harness misses the sequencer engines because it runs 128
frames while their sequencers evaluate every 400-500 samples, NOT because
all-params-0.5 fails to trigger them (it does trigger: 0.5 maps to ratio 2,
firing three times per bar). The fix is a longer window, not different params.

Gates: run-all-tests.sh ALL GREEN — 4/4 ctest, parity PASS, lint clean, curve
drift 1179 slots ok, 39 e2e (was 33). Firmware: 5 envs built including the mic
variant.
2026-07-21 22:02:23 +02:00
monkey-w1n5t0n
96737a3d42 refactor(engines): extract the shared sequencer machinery
Phase 3 (L8). Pure statement-for-statement relocation into
dsp/ratio_seq.hpp, dsp/seq_clock.hpp and core/event_queue.hpp.

AUDIT CORRECTION: L8 says "breakor and elysiamorf duplicate ratio_seq". That is
false — ElysiamorfEngine has no ratio_seq at all; it triggers continuously via
FM operators. The real duplicate pair is BreakOrEngine and MEMLCeliumEngine,
whose copies are byte-for-byte identical. Elysiamorf did share the clock and
event-queue machinery, so it uses those. memlcelium now includes the shared
ratio_seq too, which is what actually closes this finding.

Deliberately NOT folded into core/ring_buffer.hpp: RingBuffer is an
atomics-based cross-core SPSC channel (its header says so), whereas the engines'
event queue is produced and drained on one thread. Reusing it would have meant
paying for atomics to serve a single-threaded FIFO. The distinction is now
recorded in MAP.md so the next audit does not read them as duplicates.

Bit-exactness: verified the MIDI-clock tick and bar-phasor tick preserve the
original operation order with no floating-point re-association, and that
EventQueue keeps the original `% N` indexing rather than adopting RingBuffer's
bitmask. The golden suite (nisps_golden_tests) and the native<->WASM parity blob
both pass unchanged — they are the check, and they were not re-baselined.
2026-07-21 14:02:23 +02:00
monkey-w1n5t0n
e37f16739e refactor(nisps): delete dead core/ML mass; keep the legacy feedback modes
Phase 1 group 2 (L27, L26, L28, S21, L13, ST6, S20).

- L27: fixed_buffer.hpp + its test + the CMake entry — no consumers.
- L26: dislike_multiplier_ and its doubling/halving bookkeeping — upstream
  InterfaceRL residue that drove nothing. The audit pointed at the wrong test
  file for the surviving reference; the actual assert was in
  test_mlp_geo_dislike.cpp:211, removed here.
- L28: added copy_weights_to(std::span<float>) to FixedStorage and
  DynamicStorage and switched feedback.hpp's take_snapshot/push_undo/nudge to
  it. Drops the permanent whole-net flat_ scratch buffer from FixedStorage and
  the per-gesture double copy. Behaviour-identical: same source values, same
  write order, same RNG draw order in nudge().
- S21 + L13: deleted NISPS_AUDIO_MEM / NISPS_APP_SRAM / NISPS_AUDIO_FUNC —
  zero use sites outside perf.hpp and comments — and rewrote midi_io.hpp's one
  misshapen NISPS_AUDIO_FUNC use as a plain `inline void`. perf.hpp now
  documents only the inlining/hotness macros that actually exist, and
  audio_driver.hpp no longer claims an SRAM discipline the code never had.
- ST6: feedback.hpp's header now describes the four current modes and the
  Geometric default, dropping the retracted "geometric push NOT ported" claim.

S20 — OPERATOR DECISION (§7.1): the four legacy feedback behaviours
(RandomiseOutputs, RandomiseMlp, AvoidStyle::Diffuse, the RandomiseMlp branch of
on_drag) are KEPT, not deleted. They are wanted as building blocks for
experimenting with how different instruments feel under different behaviours.
Each is now marked at its definition as deliberately-retained research reserve
so future audits stop flagging it as dead code.

L25 (the 16 KB firmware loss-history buffer) is NOT done here — see the phase
report; it turned out to be coupled into the shared mlp.hpp, and its fate
belongs with the browser telemetry build (§7.3 / plan §6.5e).

Gates: run-all-tests.sh ALL GREEN.
2026-07-21 12:48:27 +02:00
monkey-w1n5t0n
3552ee46f6 fix(core): order RingBuffer::buf_ before the atomics to unblock the CI compiler
First real signal from the restored pipeline: with checkout fixed, the cpp-tests
job got far enough to fail at `-Werror=stringop-overflow` in ring_buffer.hpp on
GitHub's GCC 13, a failure that had been invisible behind the broken submodule
checkout for a month. Reproduced locally against gcc 13.4.0 (local default is
gcc 14, which does not fire).

The warning is a false positive: GCC anchors the destination object to the
member at offset 0 and reports `buf_[head & kMask]` as writing past
`head_._M_i` (size 8) at offset [16, 268] — offsets that are precisely
buf_[0..63] of a 64-entry, 4-byte ControlEvent array. Adding an explicit
`__builtin_unreachable()` bound hint does not help, because the index range was
never what GCC got wrong. Declaring buf_ first anchors the analysis correctly.

Not a suppression, and behaviour-preserving: RingBuffer has exactly one
production user (ModeBase::events_) and is never serialized, copied, or sent
over a wire, so member order is unobservable. Reasoning recorded at the
declaration so nobody "tidies" the order back.

Verified: full ctest suite green under gcc 13.4.0 (the CI compiler) as well as
gcc 14.2, and scripts/run-all-tests.sh ALL GREEN (parity 1273 floats within
1e-5, lint, 33 Playwright specs).
2026-07-21 12:08:52 +02:00
monkey-w1n5t0n
1672fe3474 feat(pipeline)!: P4 core — input/output chains + curve catalog in nisps/
- nisps/pipeline/input_chain.hpp: faithful f32 port of the manifold input
  pipeline (invert→deadzone→circular clamp→momentum-modulated zoom→centred
  power→EMA→momentum update). Caller-supplied dt, internal accumulated
  clock (no wall clock — deterministic; matches the P1 fixtures' clock
  contract). Fixed-capacity velocity ring; serialisable state.
- nisps/pipeline/output_chain.hpp: curve→EMA→slew→freeze(+per-output mask)
  chain, capacity-templated (browser cap 4096; firmware would use NOut).
- nisps/core/math.hpp: + centered_power(x, exponent) (both chains use it).
- bindings: nisps_pipeline_create/destroy, nisps_input_set_config(15-float
  wire layout)/process/reset, nisps_output_set_config/set_freeze_mask/
  process/reset, pipeline state save/load, nisps_curve_apply(+batch)
  (ids 0-6 = Curve enum, 7 = centred power).
- parity v5 Stage 7: rational (transcendental-free) traces through both
  chains (2 configs each) + full curve catalog — 1273 floats PASS, the
  pipeline floats bit-identical native↔WASM.
- ctest test_pipeline.cpp: deadzone remap, circular clamp, zoom+freeze,
  sticky anchor, frame-rate-independent EMA, momentum zoom-out/recovery,
  state round-trip, slew, freeze gate/mask, reseed-on-length-change,
  centred-power endpoints.

Part of one-core-engine-refactor P4; the manifold TS switch follows.
2026-07-18 11:52:53 +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
monkey-w1n5t0n
4e60d0192a feat(slp-workshop): new MEMLCelium-based mode + port Jolt & OU-noise RL learning
New SLP-Workshop firmware variant (Synth Library Portland), built on the
MEMLCelium engine + MLP shape. Ports the two post-fork learning-algorithm
changes from upstream memllib InterfaceRL into the shared nisps/ml core,
runtime-configurable (no compile-time switch), inert by default:

- nisps/ml/jolt.hpp: Jolt — held continuous weight morph over the flat
  weight buffer + post-release LR ramp (kJolt* constants verbatim).
- nisps/ml/ou_noise.hpp: OUNoise<N> — Ornstein-Uhlenbeck exploration walk
  on the output vector (theta=0.02, dt=0.001, kMaxAmplitude=0.65).

Both wired into ModeBase so every mode gains jolt_press/jolt_release/
jolt_lr_scale + set_explore_intensity; gated so existing modes stay
bit-identical (parity + golden tests green). Firmware surfaces them on
TogB1 (Jolt) and RVX1 (explore). New SLPWorkshopMode mode + schema +
codegen; firmware alias + .ino variant; playground mode registration.

Tests: jolt + OU unit tests, ModeBase learning integration incl. an
inert-parity test proving SLP-Workshop == MEMLCelium with features off.
Verified: cpp tests, wasm build, native↔wasm parity, lint, codegen
golden, playground typecheck. Firmware compile/e2e/hardware are
environment-bound (no arduino-cli/submodules/browser here).

Refs ergo 019f0fca.
2026-06-28 22:15:36 +02:00
w1n5t0n
4f60fc8405 feat: nisps/core foundation — perf, types, concepts, buffers, rng, math
Greenfield C++20 core for the unified firmware+WASM rewrite (architecture.md
streams, meml-dn7). Header-only, platform-agnostic, no heap, no virtual
dispatch.

Components:
- perf.hpp        memory section + inlining macros, RP2040/RP2350-aware,
                  inert on host/Emscripten
- types.hpp       stereosample_t (mirrors firmware AudioDriver API),
                  sample_t/param_t aliases, DriverConfig negotiation struct
- concepts.hpp    MLEngine, AudioEngine, Mode (architecture §4.1-4.3)
- fixed_buffer.hpp  std::array-backed cursor; replaces std::vector in hot paths
- ring_buffer.hpp   SPSC lock-free FIFO, power-of-two capacity, atomic
                    head/tail; replaces pico/util/queue in core
- rng.hpp         xoshiro256+ with splitmix64 seeding, uniform/signed/
                  gaussian-via-3-uniforms (matches legacy MoveWeights shape)
- math.hpp        clamp01, fast_sigmoid (tanh-Padé, ~1.2% max err on [-6,6]),
                  exact_sigmoid, fast_exp, named Curve catalog (linear/exp/
                  log/square/sqrt/sigmoid/cubic) — TypeScript twin lives in
                  playground/src/output/curves.ts (stream 5)

Performance discipline (Chris's rules):
- No heap, no std::vector, no malloc/new in core
- All float literals carry .f suffix
- Memory section attrs syntactically present, inert on non-firmware builds
2026-04-29 15:21:52 +03:00