├── .gitignore ├── LICENSE ├── README.md ├── data_provider ├── data_factory.py ├── data_loader.py └── shapenet_utils.py ├── exp ├── exp_basic.py ├── exp_dynamic_autoregressive.py ├── exp_dynamic_conditional.py ├── exp_steady.py └── exp_steady_design.py ├── layers ├── Basic.py ├── Embedding.py ├── FFNO_Layers.py ├── FNO_Layers.py ├── GeoFNO_Projection.py ├── MWT_Layers.py ├── Neural_Spectral_Block.py ├── Physics_Attention.py ├── UNet_Blocks.py └── flash_bias_triton.py ├── models ├── FNO.py ├── F_FNO.py ├── Factformer.py ├── GNOT.py ├── Galerkin_Transformer.py ├── GraphSAGE.py ├── Graph_UNet.py ├── LSM.py ├── MWT.py ├── ONO.py ├── PointNet.py ├── Swin_Transformer.py ├── Transformer.py ├── Transformer_Spatial_Bias.py ├── Transolver.py ├── U_FNO.py ├── U_NO.py ├── U_Net.py └── model_factory.py ├── pic ├── logo.png └── task.png ├── requirements.txt ├── run.py ├── scripts ├── DesignBench │ └── car │ │ ├── GNOT.sh │ │ ├── GraphSAGE.sh │ │ ├── GraphUNet.sh │ │ ├── PointNet.sh │ │ ├── Transformer_Spatial_Bias.sh │ │ └── Transolver.sh ├── PDEBench │ ├── 3DCFD │ │ ├── FNO.sh │ │ └── U_Net.sh │ ├── darcy │ │ ├── FNO.sh │ │ ├── MWT.sh │ │ ├── Transfomer.sh │ │ ├── Transolver.sh │ │ ├── U_FNO.sh │ │ ├── U_NO.sh │ │ └── U_Net.sh │ └── diff_sorp │ │ ├── FNO.sh │ │ ├── MWT.sh │ │ ├── Transolver.sh │ │ ├── U_FNO.sh │ │ ├── U_NO.sh │ │ └── U_Net.sh └── StandardBench │ ├── airfoil │ ├── FNO.sh │ ├── F_FNO.sh │ ├── Factformer.sh │ ├── GNOT.sh │ ├── Galerkin_Transformer.sh │ ├── LSM.sh │ ├── MWT.sh │ ├── Swin.sh │ ├── Transformer.sh │ ├── Transolver.sh │ ├── U_FNO.sh │ ├── U_NO.sh │ └── U_Net.sh │ ├── darcy │ ├── FNO.sh │ ├── F_FNO.sh │ ├── Factformer.sh │ ├── GNOT.sh │ ├── Galerkin_Transformer.sh │ ├── LSM.sh │ ├── MWT.sh │ ├── ONO.sh │ ├── Swin.sh │ ├── Transformer.sh │ ├── Transolver.sh │ ├── U_FNO.sh │ ├── U_NO.sh │ └── U_Net.sh │ ├── elasticity │ ├── FNO.sh │ ├── F_FNO.sh │ ├── GNOT.sh │ ├── Galerkin_Transformer.sh │ ├── LSM.sh │ ├── MWT.sh │ ├── Transformer.sh │ ├── Transformer_Spatial_Bias.sh │ ├── Transolver.sh │ ├── U_FNO.sh │ ├── U_NO.sh │ └── U_Net.sh │ ├── ns │ ├── FNO.sh │ ├── F_FNO.sh │ ├── Factformer.sh │ ├── GNOT.sh │ ├── Galerkin_Transformer.sh │ ├── LSM.sh │ ├── MWT.sh │ ├── ONO.sh │ ├── Swin.sh │ ├── Transformer.sh │ ├── Transolver.sh │ ├── U_FNO.sh │ ├── U_NO.sh │ └── U_Net.sh │ ├── pipe │ ├── FNO.sh │ ├── F_FNO.sh │ ├── Factformer.sh │ ├── GNOT.sh │ ├── Galerkin_Transformer.sh │ ├── LSM.sh │ ├── MWT.sh │ ├── ONO.sh │ ├── Swin.sh │ ├── Transformer.sh │ ├── Transolver.sh │ ├── U_FNO.sh │ ├── U_NO.sh │ └── U_Net.sh │ └── plasticity │ ├── FNO.sh │ ├── F_FNO.sh │ ├── Factformer.sh │ ├── GNOT.sh │ ├── Galerkin_Transformer.sh │ ├── LSM.sh │ ├── MWT.sh │ ├── ONO.sh │ ├── Swin.sh │ ├── Transformer.sh │ ├── Transolver.sh │ ├── U_FNO.sh │ ├── U_NO.sh │ └── U_Net.sh └── utils ├── drag_coefficient.py ├── loss.py ├── normalizer.py └── visual.py /.gitignore: -------------------------------------------------------------------------------- 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