and many more! All data in the Well is stored in a uniform format and whether its 2D or 3D it's accessible through the same API. The Well additionally includes benchmarking tools such as baseline models, tensor-aware augmentations, and metric implementations:

To only recently described variations of non-Newtonian turbulence:

to orientation-dependent forcings in biological systems:

To high resolution vortices resulting from discontinuous initial conditions:

The dataset contains a wide range of challenges from chemistry, biology, fluids, astrophysics including difficulties spanning from sharp discontinuities in the coefficient fields:

Today along with my project co-lead @rubenohana.bsky.social and the team at @polymathicai.bsky.social I'm excited to announce the release of the Well, a 15TB collection of 15+ datasets for physical simulation.

Paper: openreview.net/pdf?id=00Sx5...
Github: github.com/PolymathicAI...