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e3b94d644f
Five independent modules with no interdependencies: - event-bus.js: namespaced pub/sub (seq.*/ml.*/ui.*) with wildcard subscriptions and automatic AudioContext/performance.now timestamps - prng.js: seedable mulberry32 PRNG with pure-functional API, fork() for independent per-primitive streams, serializable state for freeze - pattern.js: symbolic pattern description data structure with create/clone/merge/validate, additive and multiplicative merge modes - param-map.js: maps fixed 16-output MLP to variable-count primitive params via linear interpolation, with optional per-param min/max scaling - seq-iml.js: factory for second WasmIML instance (2 inputs, 16 outputs, [16,16,16] hidden layers) following existing imlJoy/imlHand pattern All modules are ES modules with no build step. PRNG, pattern, and param-map are port-ready (explicit state, typed arrays, no closures). |
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|---|---|---|
| .beads | ||
| .vscode | ||
| data | ||
| modes | ||
| nisps-core | ||
| playground | ||
| src | ||
| voicespaces | ||
| .gitignore | ||
| .gitmodules | ||
| AGENTS.md | ||
| ChannelStripAudioApp.hpp | ||
| CLAUDE.md | ||
| IMLInterface.hpp | ||
| LICENSE | ||
| MEMLNaut-NISPS.ino | ||
| NISPS_CORE_EXTRACTION_PLAN.md | ||
| NISPS_CORE_TASKS.md | ||
| PAFSynthAudioApp.hpp | ||
| README.md | ||
| ThruAudioApp.hpp | ||
| XiasriAnalysis.cpp | ||
| XiasriAnalysis.hpp | ||
| XIASRIAudioApp.hpp | ||
Neural Interactive Shaping of Parameter Spaces
https://musicallyembodiedml.github.io/memlnaut/approaches/nisps
Web Playground
Try NISPS in your browser — no hardware required:
cd playground
python3 -m http.server
# Open http://localhost:8000
Train a neural network to map joystick positions to generative visuals through interactive machine learning. Two learning modes: direct example mapping and reinforcement learning with thumbs up/down feedback.
The playground UI includes an Expand toggle on the visual surface so you can make the canvas nearly full-screen while compressing parameter/control panels into a minimal strip beneath it.