feat: add protein folding stability benchmark#730
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Summary
Adds the protein folding stability benchmark, migrated from the MLIP Audit suite. For a small set of proteins (chignolin, tryptophan cage, and an orexin/hypocretin fragment) an NVT molecular dynamics simulation is run at 300 K starting from the native folded reference conformation, and the model's ability to keep each protein folded is measured along the trajectory.
Reported metrics:
The interactive app shows a line plot of the RMSD from the reference structure along the trajectory, averaged across proteins, for each model.
This benchmark introduces a new top-level
biomoleculescategory (app tab, category YAML, and docs page). It also adds the shared mlipaudit wiring (optional extra,graceconflict entry, and[tool.uv.sources]git pin to themlpeg-migrationbranch) plus themlip_auditframework entry. This wiring is shared with other in-flight MLIP Audit migration PRs (e.g. ring planarity, water RDF, protein sampling), so overlap onpyproject.toml,frameworks.yml, and thebiomoleculescategory files is expected and will be resolved at merge.Linked issue
Resolves #725
Progress
Testing
End-to-end model runs are pending the upload of the input data to S3 (
inputs/biomolecules/protein_folding_stability/protein_folding_stability.zip). Allpre-commithooks (ruff check, ruff format, numpydoc-validation, file checks) pass locally, and the new modules compile cleanly. The implementation follows the established MLIP Audit migration pattern (see the ring planarity and water RDF benchmarks).New decorators/callbacks
None. The RMSD trajectory line plot reuses the existing
@plot_scatterdecorator (show_line=True,show_markers=False) and theplot_from_table_columncallback.