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monkey-w1n5t0n 22efb1c411 feat(nisps/ml): crystallise Explore-and-place into shared FeedbackController 
Add FeedbackMode::ExploreAndPlace + Idle/Exploring/Placing state machine
(no-heap, deterministic nisps::Rng): enter/exit_explore, reroll, nudge, undo,
begin_place, commit_place, cancel_place + on_down/on_up browser policy. Wire
the nisps_ml_feedback_* C API + EXPORTED_FUNCTIONS, extend parity Stage 5d.
Fix set_mode(3) falling back to Avoid. Native ctest 4/4; parity native==WASM
within 1e-5 (max delta 2.4e-7). Rebuilt nisps.{js,wasm}.
2026-06-28 04:14:12 +02:00
..
bindings.cpp feat(nisps/ml): crystallise Explore-and-place into shared FeedbackController 2026-06-28 04:14:12 +02:00
README.md feat(playground/wasm): WASM bridge between C++ core and SolidJS playground (meml-tgm) 2026-04-29 16:36:29 +03:00

README.md

nisps/wasm

Emscripten target that exposes nisps/ml (MLP) and nisps/engines (audio engines) to the SolidJS playground via a flat C ABI.

This directory is a leaf — it does not export headers for inclusion by other C++ code. The only artifact is bindings.cpp plus the build script that turns it into playground/public/nisps.{wasm,js}.

Building

scripts/build-wasm.sh

Requires emcc (Emscripten). The script defaults to /usr/lib/emscripten/emcc and respects an EMCC env var override.

Output:

  • playground/public/nisps.wasm — the compiled module.
  • playground/public/nisps.js — Emscripten glue (factory function createNispsModule, MODULARIZE=1).

Both files are committed (so the playground works from a fresh clone without a C++ toolchain). Re-run build-wasm.sh after changes to nisps/{core,ml,engines,wasm}.

Architecture limit (read this)

The MLP class template is parametrised on (input_size, hidden1, hidden2, hidden3, output_size). WASM cannot recompile templates at runtime, so this build instantiates exactly ONE configuration:

nisps::ml::MLP<2, 10, 14, 18, 126>

That serves the playground use case (2-D joystick → up to 126 synth parameters). nisps_ml_create() accepts caller-supplied dimensions for forward compatibility but currently ignores them — see comment at the top of bindings.cpp. The schemas in schemas/modes/*.json use up to output_size=126; modes whose output_size is < 126 simply ignore the trailing entries.

To support additional architectures, either:

  1. Compile multiple wasm modules (nisps_small.wasm, nisps_default.wasm, …) and let the playground load the right one based on the active mode.
  2. Add a runtime-shape MLP variant to nisps/ml (heap allocation only at create(); no impact on hot paths).

Both options are deferred to a future stream.

C API surface

See bindings.cpp for the full list. Summary:

Group Functions
ML life nisps_ml_create, nisps_ml_destroy, nisps_ml_reset
ML I/O nisps_ml_set_input, nisps_ml_process, nisps_ml_outputs, nisps_ml_infer_batch
Training nisps_ml_add_example, nisps_ml_train, nisps_ml_eval_loss, nisps_ml_clear_examples, nisps_ml_example_count
Weights nisps_ml_weight_count, nisps_ml_get_weights, nisps_ml_set_weights, nisps_ml_draw_weights, nisps_ml_move_weights
Diag nisps_ml_get_layer_stats, nisps_ml_describe
Engines nisps_engine_create, nisps_engine_destroy, nisps_engine_set_params, nisps_engine_process_block

Engine-id strings follow the C++ engine_id() constexpr accessors: thru, paf_synth, channel_strip, xiasri, verb_fx, memlcelium, breakor, elysiamorf, analysis. Unknown ids fall back to thru (silent passthrough).