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Breaking the Molecular Dynamics Timescale Barrier Using a Wafer-Scale System

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arxiv 2405.07898 v1 pith:7XLU3V2S submitted 2024-05-13 physics.comp-ph cs.DCcs.ET

classification physics.comp-phcs.DCcs.ET
keywords simulationstimestepsatomdemonstratedynamicsexascaleimprovementmolecular
verification ladder T0 review T1 audit T2 compute T3 formal
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Molecular dynamics (MD) simulations have transformed our understanding of the nanoscale, driving breakthroughs in materials science, computational chemistry, and several other fields, including biophysics and drug design. Even on exascale supercomputers, however, runtimes are excessive for systems and timescales of scientific interest. Here, we demonstrate strong scaling of MD simulations on the Cerebras Wafer-Scale Engine. By dedicating a processor core for each simulated atom, we demonstrate a 179-fold improvement in timesteps per second versus the Frontier GPU-based Exascale platform, along with a large improvement in timesteps per unit energy. Reducing every year of runtime to two days unlocks currently inaccessible timescales of slow microstructure transformation processes that are critical for understanding material behavior and function. Our dataflow algorithm runs Embedded Atom Method (EAM) simulations at rates over 270,000 timesteps per second for problems with up to 800k atoms. This demonstrated performance is unprecedented for general-purpose processing cores.

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  1. Breaking the mold: overcoming the time constraints of molecular dynamics on general-purpose hardware

    cs.DC 2024-11 conditional novelty 6.0 of 10

    A multi-core-per-atom EAM molecular dynamics implementation on the Cerebras WSE-2 reaches 1.144M steps/s for 200,000 atoms, claiming the fastest MD simulation rate on any platform.

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