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basic-pitch PyPI package depends on tensorflow<2.15.1,
which has no Python 3.14 wheels and would conflict with the MAESTRO
backend's torch installation. Spotify ships the same model as a small
ONNX export, which we serve here and run via onnxruntime — same model,
no TensorFlow dependency chain.backend/ai/models/basic_pitch.py via onnxruntime; surfaced
in the AI Workstation's TranscribePanel under General / Drums / Vocals
mode tabs.@inproceedings{2022_BittnerBRME_LightweightNoteTranscription_ICASSP,
title={A lightweight instrument-agnostic model for polyphonic note transcription and multipitch estimation},
author={Bittner, Rachel M. and Bosch, Juan Jos{\'e} and Rubinstein, David and Meseguer-Brocal, Gabriel and Ewert, Sebastian},
booktitle={ICASSP 2022},
year={2022}
}