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NVIDIA Advances Molecular Dynamics with AI-Driven Simulations

NVIDIA Advances Molecular Dynamics with AI-Driven Simulations

Published:
2025-10-20 17:22:02
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BTCCSquare news:

NVIDIA has partnered with Los Alamos and Sandia National Laboratories to integrate artificial intelligence into molecular dynamics simulations. The collaboration leverages PyTorch-based machine learning interatomic potentials within the LAMMPS MD package, enhancing scalability for large-scale scientific research.

The ML-IAP-Kokkos interface, developed jointly by Nvidia and national labs, bridges Python and C++/Kokkos LAMMPS using Cython. This enables end-to-end GPU acceleration, allowing external developers to connect PyTorch models seamlessly. The innovation promises significant efficiency gains for computational chemistry and materials science.

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