The Well
Physics
15TB collection of 16 large-scale numerical simulation datasets spanning fluid dynamics, MHD, astrophysics, biological systems, and acoustic scattering, with unified PyTorch dataloaders and benchmarks for training foundation models on physical sciences (Polymathic AI, NeurIPS 2024)
- Repository
- github.com/polymathicai/the_well
Source attribution
- Awesome AI for Science — github.com/polymathicai/the_well
Related resources
Open-source framework for building physics-ML models at scale (renamed from Modulus, 2025)