license: apache-2.0
base_model:
- spotify/basic-pitch
pipeline_tag: audio-classification
tags:
- music-transcription
- note-events
- basic-pitch
- amt
- gguf
- crispasr
library_name: ggml
Basic Pitch — GGUF (ggml)
GGUF / ggml conversion of Spotify Basic Pitch (ICASSP 2022 nmp model, Apache-2.0) for CrispStrobe/CrispASR (§250): lightweight polyphonic audio → note-event transcription (any instrument, 88-key MIDI range).
Converted from the nmp.onnx that ships inside the basic-pitch repo (sha256 2c3c1d14…, 230 KB) with models/convert-basic-pitch-to-gguf.py. The nnAudio CQT2010v2 kernels, the 256-tap decimation FIR, and the rescale vector are copied bit-for-bit from the ONNX initializers — nothing DSP-critical is reimplemented.
Files
| File | Size | Notes |
|---|---|---|
basic-pitch-f32.gguf |
146 KB | exact — note events match the Python reference 27/27 and 11/11 on the validation clips |
basic-pitch-f16.gguf |
113 KB | default; two note ends may shift by one frame (11.6 ms) at threshold boundaries |
Usage
crispasr --piano --backend basic-pitch -m auto --auto-download -f input.wav
crispasr --piano -m basic-pitch-f32.gguf -f input.wav --piano-format json
Parity vs the upstream ONNX (per-stage cosine ≥ 0.9991 on real audio, 1.000000 on native-rate input; end-to-end note events exact at F32) is enforced by the crispasr-diff basic-pitch harness with tools/reference_backends/basic_pitch.py as the oracle.