├── .dockerignore ├── .gitignore ├── Dockerfile ├── LICENSE ├── README.md ├── baselines ├── __init__.py ├── data.py ├── deepxde_deeponet.py ├── loss.py ├── model.py ├── pinns_ns_05s.py ├── pinns_ns_50s.py ├── sapinns-50s.py ├── sapinns.py ├── test.py ├── tqd_sapinns.py ├── tqd_utils.py ├── train_darcy.py ├── train_ns.py ├── unet3d.py └── utils.py ├── cavity_flow.py ├── configs ├── baseline │ ├── NS-50s-LAAF.yaml │ ├── NS-50s.yaml │ ├── Re500-05s-deeponet.yaml │ ├── Re500-pinns-05s-LAAF.yaml │ ├── Re500-pinns-05s-SA.yaml │ ├── Re500-pinns-05s.yaml │ └── Re500-pinns.yaml ├── finetune │ ├── Darcy-finetune.yaml │ ├── Re100-finetune-1s.yaml │ ├── Re200-finetune-1s.yaml │ ├── Re250-finetune-1s.yaml │ ├── Re300-finetune-1s.yaml │ ├── Re350-finetune-1s.yaml │ ├── Re400-finetune-1s.yaml │ ├── Re500-finetune-05s-2layer.yaml │ ├── Re500-finetune-05s-eqn.yaml │ ├── Re500-finetune-05s4C0.yaml │ ├── Re500-finetune-05s4C1.yaml │ ├── Re500-finetune-05s4C4.yaml │ ├── Re500-finetune-05s4k-2layer.yaml │ ├── Re500-finetune-05s4k1k.yaml │ ├── Re500-finetune-05s4k4-2layer.yaml │ ├── Re500-finetune-05s4k4k.yaml │ └── Re500-finetune-1s.yaml ├── instance │ ├── Re500-1_8-FNO.yaml │ ├── Re500-1_8-PINO-s.yaml │ └── Re500-1_8-PINO.yaml ├── ngc │ ├── Re500-1_8-dat0-PINO.yaml │ ├── Re500-1_8-dat200-PINO.yaml │ ├── Re500-1_8-dat40-PINO.yaml │ ├── Re500-1_8-dat400-PINO.yaml │ ├── Re500-1_8-dat80-PINO.yaml │ ├── Re500-1_8-dat800-PINO.yaml │ ├── Re500-1_8-res16-PINO.yaml │ └── Re500-1_8-res32-PINO.yaml ├── operator │ ├── Darcy-pretrain.yaml │ ├── Re500-05s-1000-FNO.yaml │ ├── Re500-05s-1000-PINO.yaml │ ├── Re500-05s-3000-FNO.yaml │ ├── Re500-05s-600-FNO.yaml │ ├── Re500-05s-600-PINO-xl.yaml │ ├── Re500-05s-600-PINO.yaml │ ├── Re500-05s-FNO.yaml │ ├── Re500-1_16-800-FNO-s.yaml │ ├── Re500-1_16-800-PINO-s.yaml │ ├── Re500-1_4-2000-FNO.yaml │ ├── Re500-1_8-0-PINO-s.yaml │ ├── Re500-1_8-1200-FNO.yaml │ ├── Re500-1_8-1200-PINO.yaml │ ├── Re500-1_8-200-FNO-s.yaml │ ├── Re500-1_8-2000-FNO-s.yaml │ ├── Re500-1_8-2000-FNO-xl.yaml │ ├── Re500-1_8-2000-PINO.yaml │ ├── Re500-1_8-2200-FNO-s.yaml │ ├── Re500-1_8-2200-PINO-s.yaml │ ├── Re500-1_8-800-FNO-s.yaml │ ├── Re500-1_8-800-FNO-s32.yaml │ ├── Re500-1_8-800-PINO-s.yaml │ ├── Re500-1_8-800-PINO-s16.yaml │ ├── Re500-1_8-800-PINO-s32.yaml │ ├── Re500-1_8-800-UNet.yaml │ ├── Re500-1_8-dat1.6k-PINO.yaml │ ├── Re500-1_8-dat400-FNO.yaml │ ├── Re500-1s-FNO.yaml │ ├── Re500-3000-FNO.yaml │ ├── Re500-3000-PINO.yaml │ ├── Re500-4000-FNO.yaml │ ├── Re500-FNO.yaml │ └── Re500-PINO.yaml ├── pretrain │ ├── Darcy-pretrain-deeponet.yaml │ ├── Darcy-pretrain.yaml │ ├── Re100-pretrain-1s.yaml │ ├── Re200-pretrain-1s.yaml │ ├── Re250-pretrain-1s.yaml │ ├── Re300-pretrain-1s.yaml │ ├── Re350-pretrain-1s.yaml │ ├── Re400-pretrain-1s.yaml │ ├── Re500-05s-deeponet.yaml │ ├── Re500-FNO-1s-100.yaml │ ├── Re500-FNO-1s-200.yaml │ ├── Re500-FNO-1s-400.yaml │ ├── Re500-PINO-1s-100-4v4.yaml │ ├── Re500-PINO-1s-200-4v4.yaml │ ├── Re500-PINO-1s-400-1v1.yaml │ ├── Re500-pretrain-05s-4C1.yaml │ ├── Re500-pretrain-05s-4C4.yaml │ ├── Re500-pretrain-05s-eqn.yaml │ ├── Re500-pretrain-1s.yaml │ └── burgers-pretrain.yaml ├── scratch │ ├── Re100-scratch-1s.yaml │ ├── Re200-scratch-1s.yaml │ ├── Re250-scratch-1s.yaml │ ├── Re300-scratch-1s.yaml │ ├── Re350-scratch-1s.yaml │ ├── Re400-scratch-1s.yaml │ ├── Re500-scratch-05s-new.yaml │ ├── Re500-scratch-05s.yaml │ ├── Re500-scratch-1s-progressive.yaml │ └── Re500-scratch-1s.yaml ├── test │ ├── Re500-05s-deeponet.yaml │ ├── Re500-05s-test.yaml │ ├── Re500-05s.yaml │ ├── Re500-1s-100.yaml │ ├── burgers.yaml │ ├── darcy-deeponet.yaml │ └── darcy.yaml └── transfer │ ├── Re100to100-1s.yaml │ ├── Re100to200-1s.yaml │ ├── Re100to250-1s.yaml │ ├── Re100to300-1s.yaml │ ├── Re100to350-1s.yaml │ ├── Re100to400-1s.yaml │ ├── Re100to500-1s.yaml │ ├── Re200to100-1s.yaml │ ├── Re200to200-1s.yaml │ ├── Re200to250-1s.yaml │ ├── Re200to300-1s.yaml │ ├── Re200to350-1s.yaml │ ├── Re200to400-1s.yaml │ ├── Re200to500-1s.yaml │ ├── Re250to100-1s.yaml │ ├── Re250to200-1s.yaml │ ├── Re250to250-1s.yaml │ ├── Re250to300-1s.yaml │ ├── Re250to350-1s.yaml │ ├── Re250to400-1s.yaml │ ├── Re250to500-1s.yaml │ ├── Re300to100-1s.yaml │ ├── Re300to200-1s.yaml │ ├── Re300to250-1s.yaml │ ├── Re300to300-1s.yaml │ ├── Re300to350-1s.yaml │ ├── Re300to400-1s.yaml │ ├── Re300to500-1s.yaml │ ├── Re350to100-1s.yaml │ ├── Re350to200-1s.yaml │ ├── Re350to250-1s.yaml │ ├── Re350to300-1s.yaml │ ├── Re350to350-1s.yaml │ ├── Re350to400-1s.yaml │ ├── Re350to500-1s.yaml │ ├── Re400to100-1s.yaml │ ├── Re400to200-1s.yaml │ ├── Re400to250-1s.yaml │ ├── Re400to300-1s.yaml │ ├── Re400to350-1s.yaml │ ├── Re400to400-1s.yaml │ ├── Re400to500-1s.yaml │ ├── Re500to100-1s.yaml │ ├── Re500to200-1s.yaml │ ├── Re500to250-1s.yaml │ ├── Re500to300-1s.yaml │ ├── Re500to350-1s.yaml │ ├── Re500to400-1s.yaml │ ├── Re500to500-05s-new.yaml │ ├── Re500to500-05s.yaml │ └── Re500to500-1s.yaml ├── deeponet.py ├── docs ├── pino-diagram4.png └── solver-pino-pinn.png ├── download_data.py ├── eval_operator.py ├── generate_data.py ├── inference.py ├── instance_opt.py ├── inverse-darcy-foward.py ├── inverse-darcy.py ├── models ├── FCN.py ├── __init__.py ├── basics.py ├── core.py ├── fourier1d.py ├── fourier2d.py ├── fourier3d.py ├── lowrank2d.py ├── tfno.py └── utils.py ├── pinns.py ├── prepare_data.py ├── profile-solver-legacy.py ├── profiler └── calmacs.py ├── run_pino2d.py ├── run_pino3d.py ├── run_solver.py ├── scripts ├── device1-finetune.sh ├── device2-finetune.sh ├── device3.sh ├── finetune-4k-2layer.sh ├── finetune-4k0.sh ├── finetune-4k1-2layer.sh ├── finetune-4k1.sh ├── finetune-4k4-2layer.sh ├── fnoRe500.sh ├── ngc_submit_pino.sh ├── ngc_test_submit_pino.sh ├── pretrain.sh ├── scratchRe500.sh ├── test-opt │ └── Re500-1_8.sh ├── train_dat0.sh ├── train_dat200.sh ├── train_dat40.sh ├── train_dat400.sh ├── train_dat80.sh ├── train_dat800.sh ├── train_res16.sh └── train_res32.sh ├── solver ├── __init__.py ├── kolmogorov_flow.py ├── 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