feat: add ring planarity benchmark#681
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joehart2001
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Jul 9, 2026
| Computational cost | ||
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| High: one MD simulation per molecule, each 1,000,000 steps. Faster inference can be achieved |
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Thanks for the pr! same as #658 could you send the data + have a look at the element filtering? docs: https://ddmms.github.io/ml-peg/developer_guide/filter.html |
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Summary
Migrates the ring planarity benchmark from the MLIP Audit suite. For each of a set of small organic molecules with aromatic rings, an NVT molecular dynamics simulation is run at 300 K starting from a QM-optimised reference geometry (selected from QM9), and the deviation of the ring atoms from their best-fit plane is measured over the trajectory. Aromatic rings are planar, so a lower average deviation is better. The mean planarity deviation per model is reported in the metrics table, and the distribution of sampled deviations is shown as a histogram.
This is the first MLIP Audit migration to include the shared mlipaudit wiring (the
mlipauditoptional extra and git source inpyproject.toml, themlip_auditframework badge, andml_peg/calcs/utils/mlipaudit.py), which overlaps with the bond length distribution PR (#666) and Leon's PRs (#660, #644); whichever lands first introduces this wiring and the others can drop it.Linked issue
Resolves #680
Progress
The benchmark input data still needs to be uploaded to the ML-PEG S3 bucket at
inputs/molecular_dynamics/ring_planarity/ring_planarity.zip(layoutring_planarity/ring_planarity_data.json) before it can run end-to-end.Testing
Not yet run end-to-end. Style checks (
pre-commit) pass locally.New decorators/callbacks
None required.