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The Well

A Large-Scale Collection of Diverse Physics Simulations for Machine Learning

Polymathic AI · Aero & CFD · Energy & fusion · Public: data

Data polymathic-ai⁠Paper NeurIPS D&B 2412.00568

Simulations of biological systems, fluid dynamics, acoustic scattering, magnetohydrodynamics and supernovae, in one format.

Licence
CC BY 4.0 (Hugging Face data cards)
Access
One PyTorch interface; the data on Hugging Face (polymathic-ai) and through the GitHub library
Cases
16 datasets: biological systems, fluid dynamics, acoustic scattering, magnetohydrodynamics and supernovae
Size
15 TB

Used by

  1. Paper · TransformersPDE-Transformer — Efficient and Versatile Transformers for Physics Simulations
  2. Paper · TransformersMNC — Retrofitting foundation models to unstructured meshes

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