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| """twelveswaras — raaga identification pipeline. | |
| An open "Shazam for raagas": infer the raaga of any Carnatic performance, paired | |
| with a CC-BY-4.0 data commons. Non-commercial, open-source only (PRD D1). | |
| Pipeline order (PRD §6.7): | |
| audio -> [tonic ID + predominant-melody] -> normalize to Sa | |
| -> features (swara histogram / TDMS / mel-CQT) -> model -> top-3. | |
| The tonic step (PRD D5, essentia/compIAM) is Phase 2 — Phase 1 is a librosa-only | |
| floor so we get a working baseline without native-lib pain on Apple Silicon. | |
| """ | |