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UPET
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Contents

  • Quick start
  • Installation
  • Usage
    • ASE interface
    • Batched evaluation with metatrain
    • LAMMPS
    • i-PI
    • TorchSim
    • GROMACS
  • Available models
  • Fine-tuning
  • API reference
  • Examples
    • ASE simulations
      • Energy and forces
      • Geometry optimization (LBFGS)
      • NPT molecular dynamics
      • NVE molecular dynamics
      • NVT molecular dynamics
  • Miscellaneous
  • Frequently Asked Questions
  • How to cite
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ASE simulations¶

Runnable end-to-end ASE workflows: single-point evaluation, geometry optimization, and molecular dynamics in the NVE / NVT / NPT ensembles.

Energy and forces

Energy and forces

Geometry optimization (LBFGS)

Geometry optimization (LBFGS)

NPT molecular dynamics

NPT molecular dynamics

NVE molecular dynamics

NVE molecular dynamics

NVT molecular dynamics

NVT molecular dynamics
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Energy and forces
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Examples
Copyright © 2026, Arslan Mazitov, Filippo Bigi, Matthias Kellner, Paolo Pegolo, Davide Tisi, Guillaume Fraux, Sergey Pozdnyakov, Philip Loche, Michele Ceriotti
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