├── .gitignore ├── LICENSE ├── README.md ├── configs ├── generation │ ├── darcy_forward.yaml │ ├── darcy_forward_multi-res.yaml │ ├── darcy_inverse.yaml │ ├── helmholtz_forward.yaml │ ├── helmholtz_inverse.yaml │ ├── ns-bounded_forward.yaml │ ├── ns-bounded_inverse.yaml │ ├── ns-nonbounded_forward.yaml │ ├── ns-nonbounded_inverse.yaml │ ├── poisson_daps.yaml │ ├── poisson_forward.yaml │ └── poisson_inverse.yaml └── training │ ├── darcy.yml │ ├── default.yml │ ├── helmholtz.yml │ ├── ns-bounded.yml │ ├── ns-nonbounded.yml │ └── poisson.yml ├── data └── .gitignore ├── dnnlib ├── __init__.py └── util.py ├── docs ├── FunDPS.png └── result.png ├── environment.yml ├── generate_pde.py ├── generation ├── base.py ├── daps.py ├── dps.py ├── dps_multires.py ├── loss.py ├── observation.py └── pde_residual.py ├── torch_utils ├── __init__.py ├── distributed.py ├── misc.py ├── persistence.py ├── resizer.py └── training_stats.py ├── train.py ├── training ├── __init__.py ├── augment.py ├── dataset.py ├── dataset_hf.py ├── dataset_utils.py ├── loss.py ├── networks.py ├── noise_samplers.py └── training_loop.py └── utils ├── dataset_process.py ├── dataset_prop.py ├── download_dataset.py └── yaml_config.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/neuraloperator/FunDPS/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/neuraloperator/FunDPS/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/neuraloperator/FunDPS/HEAD/README.md -------------------------------------------------------------------------------- /configs/generation/darcy_forward.yaml: 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