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MLatom 3.3.0

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@dralgroup dralgroup released this 14 Jul 08:11
· 121 commits to main since this release

A major release adding excited-state dynamics:

  • Surface-hopping dynamics within the NAC-free Landau–Zener–Belyaev–Lebedev (LZBL) approximation (tutorial).
  • Excited-state calculations with AIQM1, ab initio methods via COLUMBUS (CASSCF) and Turbomole (ADC(2)), semi-empirical methods via MNDO, and ML/hybrid QM/ML methods.
  • Wigner sampling (with optional excitation-energy-window filtering) for initial conditions — adapted from Newton-X.

Paper: MLatom software ecosystem for surface hopping dynamics, J. Chem. Theory Comput. 2024, 20, 5043–5057.

Note: this release also changed how ANI validation loss is computed (overall MSE across batches), which can slightly change training results.


Install: pip install mlatom==3.3.0 · full release notes · documentation