Pinns Python Packages

pinnrl

Adaptive Collocation in Physics-Informed Neural Networks (PINNs).

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

pinnstorch

PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.

unitflex

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

jet-for-pytorch

Taylor mode automatic differentiation (jets) in PyTorch

pinnstf2

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

pinnsjax

PINNs-JAX, Physics-informed Neural Networks (PINNs) implemented in JAX.