├── .gitignore ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── NOTICE ├── README.md ├── THIRD-PARTY-LICENSES.txt ├── pyproject.toml └── src ├── dlwpbench ├── README.md ├── __init__.py ├── configs │ ├── config.yaml │ ├── data │ │ ├── example.yaml │ │ ├── prototyping.yaml │ │ ├── weatherbench.yaml │ │ └── weatherbench_full.yaml │ ├── model │ │ ├── convlstm.yaml │ │ ├── distana.yaml │ │ ├── fno.yaml │ │ ├── fourcastnet.yaml │ │ ├── fourcastnetv2.yaml │ │ ├── graphcast.yaml │ │ ├── meshgraphnet.yaml │ │ ├── panguweather.yaml │ │ ├── sfno.yaml │ │ ├── swintransformer.yaml │ │ └── unet.yaml │ ├── testing │ │ └── default.yaml │ ├── training │ │ └── default.yaml │ └── validation │ │ └── default.yaml ├── data │ ├── datasets │ │ ├── __init__.py │ │ ├── datasets.py │ │ └── datasets_candidates.py │ └── processing │ │ ├── healpix_mapping.py │ │ ├── istarmap.py │ │ ├── nc_to_zarr.py │ │ └── utils.py ├── models │ ├── __init__.py │ ├── convlstm │ │ └── convlstm.py │ ├── fno │ │ └── fno.py │ ├── fourcastnet │ │ └── fourcastnet.py │ ├── graphcast │ │ ├── __init__.py │ │ ├── distributed │ │ │ ├── __init__.py │ │ │ ├── autograd.py │ │ │ ├── fft.py │ │ │ ├── manager.py │ │ │ ├── mappings.py │ │ │ └── utils.py │ │ ├── gnn_layers │ │ │ ├── __init__.py │ │ │ ├── distributed_graph.py │ │ │ ├── embedder.py │ │ │ ├── graph.py │ │ │ ├── mesh_edge_block.py │ │ │ ├── mesh_graph_decoder.py │ │ │ ├── mesh_graph_encoder.py │ │ │ ├── mesh_graph_mlp.py │ │ │ ├── mesh_node_block.py │ │ │ └── utils.py │ │ ├── graph_cast_net.py │ │ ├── graph_cast_processor.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── activations.py │ │ │ ├── data_utils.py │ │ │ ├── filesystem.py │ │ │ ├── graph.py │ │ │ ├── graph_utils.py │ │ │ ├── icospheres.py │ │ │ ├── loss.py │ │ │ ├── meta.py │ │ │ ├── module.py │ │ │ └── registry.py │ ├── mgn │ │ └── meshgraphnet.py │ ├── panguweather │ │ ├── panguweather.py │ │ └── utils │ │ │ ├── crop.py │ │ │ ├── earth_position_index.py │ │ │ ├── pad.py │ │ │ ├── patch_embed.py │ │ │ ├── patch_recovery.py │ │ │ └── shift_window_mask.py │ ├── swintransformer │ │ └── swin_transformer.py │ └── unet │ │ └── unet.py ├── scripts │ ├── build_baselines.py │ ├── evaluate.py │ ├── plot_results.py │ └── train.py └── utils │ ├── __init__.py │ ├── healpix.py │ └── utils.py └── nsbench ├── README.md ├── __init__.py ├── configs ├── config.yaml ├── data │ ├── exploration.yaml │ ├── navier-stokes_s256_r1e4.yaml │ ├── navier-stokes_s64.yaml │ └── navier-stokes_s64_r1e4.yaml ├── model │ ├── convlstm.yaml │ ├── fno.yaml │ ├── fourcastnet.yaml │ ├── graphcast_ns.yaml │ ├── meshgraphnet.yaml │ ├── swintransformer.yaml │ └── unet.yaml ├── testing │ └── default.yaml ├── training │ └── default.yaml └── validation │ └── default.yaml ├── data ├── datasets │ ├── __init__.py │ └── datasets.py └── ns_generation │ ├── generate_ns_2d.py │ └── random_fields.py ├── models ├── __init__.py ├── convlstm │ └── convlstm.py ├── fno │ └── fno.py ├── fourcastnet │ └── fourcastnet.py ├── graphcast │ ├── distributed │ │ ├── __init__.py │ │ ├── autograd.py │ │ ├── fft.py │ │ ├── manager.py │ │ ├── mappings.py │ │ └── utils.py │ ├── gnn_layers │ │ ├── __init__.py │ │ ├── distributed_graph.py │ │ ├── embedder.py │ │ ├── graph.py │ │ ├── mesh_edge_block.py │ │ ├── mesh_graph_decoder.py │ │ ├── mesh_graph_encoder.py │ │ ├── mesh_graph_mlp.py │ │ ├── mesh_node_block.py │ │ └── utils.py │ ├── graph_cast_net_ns.py │ ├── graph_cast_processor.py │ └── utils │ │ ├── __init__.py │ │ ├── activations.py │ │ ├── data_utils.py │ │ ├── filesystem.py │ │ ├── graph.py │ │ ├── graph_utils.py │ │ ├── icospheres.py │ │ ├── loss.py │ │ ├── meta.py │ │ ├── module.py │ │ └── registry.py ├── mgn │ └── meshgraphnet.py ├── swintransformer │ └── swin_transformer.py └── unet │ └── unet.py ├── scripts ├── build_persistence.py ├── evaluate.py ├── plot_results.py ├── train.py └── train_commands.txt └── utils └── utils.py /.gitignore: -------------------------------------------------------------------------------- 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