├── .gitignore ├── LICENSE.txt ├── README.md ├── ckpt.py ├── demo.gif ├── main.py ├── plot ├── __init__.py ├── animation.py ├── navierstokes.py ├── poisson.py ├── reaction.py ├── reaction.solver.py └── visualize.py ├── run ├── .sh ├── navierstokes.forced.sh ├── navierstokes.sh ├── navierstokes.yaml ├── poisson.dirichlet.sh ├── poisson.periodic.sh ├── reaction.sh └── requirements.txt └── src ├── README ├── __init__.py ├── basis ├── README ├── __init__.py ├── chebyshev.py └── fourier.py ├── dists.py ├── model ├── README ├── __init__.py ├── _base.py ├── fno │ ├── __init__.py │ └── spectral.py └── sno │ └── spectral.py ├── pde ├── README ├── __init__.py ├── _domain.py ├── _params.py ├── mollifier.py ├── navierstokes │ ├── __init__.py │ └── generate.py ├── poisson │ ├── __init__.py │ ├── generate.py │ └── generate.wls └── reaction │ ├── __init__.py │ └── generate.py ├── train.py └── utils.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/LICENSE.txt -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/README.md -------------------------------------------------------------------------------- /ckpt.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/ckpt.py -------------------------------------------------------------------------------- /demo.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/demo.gif -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/main.py -------------------------------------------------------------------------------- /plot/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/plot/__init__.py -------------------------------------------------------------------------------- /plot/animation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/plot/animation.py -------------------------------------------------------------------------------- /plot/navierstokes.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/plot/navierstokes.py -------------------------------------------------------------------------------- /plot/poisson.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/plot/poisson.py -------------------------------------------------------------------------------- /plot/reaction.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/plot/reaction.py -------------------------------------------------------------------------------- /plot/reaction.solver.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/plot/reaction.solver.py -------------------------------------------------------------------------------- /plot/visualize.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/plot/visualize.py -------------------------------------------------------------------------------- /run/.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/run/.sh -------------------------------------------------------------------------------- /run/navierstokes.forced.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/run/navierstokes.forced.sh -------------------------------------------------------------------------------- /run/navierstokes.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/run/navierstokes.sh -------------------------------------------------------------------------------- /run/navierstokes.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/run/navierstokes.yaml -------------------------------------------------------------------------------- /run/poisson.dirichlet.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/run/poisson.dirichlet.sh -------------------------------------------------------------------------------- /run/poisson.periodic.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/run/poisson.periodic.sh -------------------------------------------------------------------------------- /run/reaction.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/run/reaction.sh -------------------------------------------------------------------------------- /run/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/run/requirements.txt -------------------------------------------------------------------------------- /src/README: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/README -------------------------------------------------------------------------------- /src/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/__init__.py -------------------------------------------------------------------------------- /src/basis/README: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/basis/README -------------------------------------------------------------------------------- /src/basis/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/basis/__init__.py -------------------------------------------------------------------------------- /src/basis/chebyshev.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/basis/chebyshev.py -------------------------------------------------------------------------------- /src/basis/fourier.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/basis/fourier.py -------------------------------------------------------------------------------- /src/dists.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/dists.py -------------------------------------------------------------------------------- /src/model/README: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/model/README -------------------------------------------------------------------------------- /src/model/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/model/__init__.py -------------------------------------------------------------------------------- /src/model/_base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/model/_base.py -------------------------------------------------------------------------------- /src/model/fno/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/model/fno/__init__.py -------------------------------------------------------------------------------- /src/model/fno/spectral.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/model/fno/spectral.py -------------------------------------------------------------------------------- /src/model/sno/spectral.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/model/sno/spectral.py -------------------------------------------------------------------------------- /src/pde/README: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/pde/README -------------------------------------------------------------------------------- /src/pde/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/pde/__init__.py -------------------------------------------------------------------------------- /src/pde/_domain.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/pde/_domain.py -------------------------------------------------------------------------------- /src/pde/_params.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/pde/_params.py -------------------------------------------------------------------------------- /src/pde/mollifier.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/pde/mollifier.py -------------------------------------------------------------------------------- /src/pde/navierstokes/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/pde/navierstokes/__init__.py -------------------------------------------------------------------------------- /src/pde/navierstokes/generate.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/pde/navierstokes/generate.py -------------------------------------------------------------------------------- /src/pde/poisson/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/pde/poisson/__init__.py -------------------------------------------------------------------------------- /src/pde/poisson/generate.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/pde/poisson/generate.py -------------------------------------------------------------------------------- /src/pde/poisson/generate.wls: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/pde/poisson/generate.wls -------------------------------------------------------------------------------- /src/pde/reaction/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/pde/reaction/__init__.py -------------------------------------------------------------------------------- /src/pde/reaction/generate.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/pde/reaction/generate.py -------------------------------------------------------------------------------- /src/train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/train.py -------------------------------------------------------------------------------- /src/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ASK-Berkeley/Neural-Spectral-Methods/HEAD/src/utils.py --------------------------------------------------------------------------------