FACET model weights

Model parameters and reference data for FACET, which predicts protein backbone phi/psi torsion angles from NMR chemical shifts.

These files are downloaded automatically on first use โ€” you do not need to fetch them by hand. facet/assets.py resolves them into ~/.facet/ and verifies each against a pinned SHA-256.

They live here rather than in the Python wheel because facet_retrieval_index.npz is 133 MB, past PyPI's 100 MB per-file limit; a bundled wheel could not be uploaded at all. Hosting them separately also means a corrected BMRB entry can reach users without a new package release.

Contents

File Size What it is
facet_v3.pt 5.2 MB Encoder weights (PyTorch)
facet_v3.onnx 5.2 MB The same encoder, ONNX
facet_retrieval_index.npz 132.6 MB 254K residue embeddings with phi/psi and labels
facet_retrieval_index.entries.json 2.0 MB Per-row source identifiers
facet_shift_reference.npz 9.6 MB Mask-safe retrieval reference (optional; absence degrades to the parametric head)

Provenance and licence

These files are licensed CC BY 4.0: use them for anything, including commercially, provided you credit the project (see CITATION.cff in the source repository).

Structural data (phi/psi, secondary structure) come from the Protein Data Bank and chemical-shift data from the BMRB โ€” both released under CC0 1.0, a public-domain dedication with no conditions. Trained parameters are the work of this project. See DATA_PROVENANCE.md in the source repository.

No deposition from the 745-entry benchmark test set is present in the retrieval index or the shift reference (benchmarks/check_leakage.py in the source repository).

Citation

Zinke, M. FACET: backbone torsion angle prediction from NMR chemical shifts (2026). Software: https://github.com/maxzinke/facet-nmr โ€” DOI to be added on release.

Citing BMRB is appreciated: Hoch et al., Nucleic Acids Research 51, D368 (2023), doi:10.1093/nar/gkac1050.

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