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feat: add md stability benchmark#644

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lwehrhan wants to merge 5 commits into
ddmms:mainfrom
lwehrhan:feat/add-molecular-dynamics-stability
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feat: add md stability benchmark#644
lwehrhan wants to merge 5 commits into
ddmms:mainfrom
lwehrhan:feat/add-molecular-dynamics-stability

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@lwehrhan

@lwehrhan lwehrhan commented Jun 24, 2026

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Summary

This benchmark tests if an MLIP can run stable simulations of various organic small molecules and peptides (in vacuum and in solution), as well as of a protein in vacuum.

Linked issue

Resolves #640

Progress

  • Calculations
  • Analysis
  • Application
  • Documentation

Testing

New decorators/callbacks

@joehart2001

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Hi @lwehrhan, from a brief look this is looking nice and i think wont need many comments from us. Could you please take a look at the element filtering mentioned by @ElliottKasoar in #429, it should be pretty straightforward to add. then we will take a deeper look over. thanks!

@ElliottKasoar ElliottKasoar added the new benchmark Proposals and suggestions for new benchmarks label Jun 24, 2026

@ElliottKasoar ElliottKasoar left a comment

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Does the benchmark save anything in terms of the trajectories? It might be interesting to see, for example, how far a simulation gets before exploding, even if it doesn't form a part of the score.

Either through that, or otherwise, it might also be nice to be able to see which systems were successfully simulated or not. Do you think this might be possible?

Comment thread ml_peg/calcs/molecular_dynamics/stability/calc_stability.py Outdated
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feat: new benchmark testing molecular dynamics stability of organic molecules and peptides

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