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phaethon

End-to-End Physics-Constrained Scientific Computing & Sci-ML Framework

tensordiffeq

Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing

pinnrl

Physics-Informed Neural Networks with RL-based adaptive sampling for solving PDEs

pinnstorch

An implementation of PINNs in PyTorch using Lightning and Hydra.

unitflex

End-to-End Physics-Constrained Scientific Computing & Sci-ML Framework

jet-for-pytorch

Taylor-mode automatic differentiation for PyTorch

pinnstf2

PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.

pinnsjax

An implementation of PINNs in JAX.