DeepXDE v1.11.0

lululxvi released this 18 Feb 18:06

· 97 commits to master since this release

fd3311b

DeepXDE stops the support of Python 3.8 from this release.
Many exciting new functions of automatic differentiation (AD) are added.

Areas of improvement

dde.grad supports forward-mode AD for backends TensorFlow 1.x and 2.x, PyTorch, JAX. Use dde.config.set_default_autodiff to select.
dde.grad.jacobian allows both i and j are None
Backend PyTorch: DeepONet supports multiple outputs

New APIs

Support new AD method in dde.zcs: Zero Coordinate Shift (ZCS), see https://arxiv.org/abs/2311.00860

Assets 2