A library for scientific machine learning and physics-informed learning
dde.icbc.Interface2DBC
dde.nn.PFNN
dde.callbacks.OperatorPredictor
@lululxvi @kuangdai @HydrogenSulfate @bonneted @jdellag @vl-dud @SebastianCobaise
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 Nonedde.zcs
: Zero Coordinate Shift (ZCS), see https://arxiv.org/abs/2311.00860
dde.grad
moduleDeepONet
& DeepONetCartesianProd
support multiple outputsDeepONet
MIONet
input_transform
dde.grad
This is a bugfix release for backend paddle.
DeepXDE supports data-parallel training of PINN now.🎉🎉🎉
dde.config.set_parallel_scaling
to set parallel modedde.config.set_hvd_opt_options
for hvd.DistributedOptimzer
Model.restore
supports restoring model to a specified devicedde.geometry.Ellipse