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74c52fadc7
Phase 6 — State persistence: - Full state serialization: version, weights (3D), examples (features+labels), mlpConfig, noiseLevel, slewMs, output/input ranges - Validation on load: version check, graceful missing field handling - .nisps preset save/load via right-click menu (osdialog file dialogs) - Param values included in preset files Phase 7 — Derived outputs: - Mean, STD, delta computed on audio thread (trivial cost) - Novelty/confidence: nearest_example_distance() computed on background thread after each training/perturbation job, cached for audio thread - Defaults with 0 examples: novelty=10V, confidence=0V nisps-core IML additions: - get_weights() / set_weights() for MLP weight serialization - get_example_features/labels() / load_examples() for dataset serialization - nearest_example_distance() for novelty/confidence metric - get_example_count() / get_max_examples() for UI display |
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|---|---|---|
| .beads | ||
| .github/workflows | ||
| .vscode | ||
| data | ||
| modes | ||
| nisps-core | ||
| playground | ||
| src | ||
| vcv | ||
| 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.