├── .gitignore ├── LICENSE.md ├── README.md ├── data └── README ├── docs └── assets │ ├── SepONet_Architecture.png │ ├── figure1_varying_Nc.png │ └── figure2_varying_Nf.png ├── pyproject.toml ├── results └── README ├── scripts ├── README ├── generate_test_data │ ├── advection.py │ ├── burgers.py │ ├── diffusion_reaction.py │ ├── heat.py │ └── nonlinear_diffusion.py ├── main_scripts │ ├── advection.py │ ├── burgers.py │ ├── diffusion_reaction.py │ ├── heat.py │ └── nonlinear_diffusion.py └── scale_tests │ ├── run_ADV_deeponet.sh │ ├── run_ADV_seponet.sh │ ├── run_DR_deeponet.sh │ ├── run_DR_seponet.sh │ ├── run_burgers_deeponet.sh │ ├── run_burgers_seponet.sh │ ├── run_heat_deeponet.sh │ ├── run_heat_seponet.sh │ └── run_nonlinear_diffusion_seponet.sh └── src └── separable_operator_networks ├── __init__.py ├── eval.py ├── hvp.py ├── models.py ├── pde ├── __init__.py ├── advection.py ├── burgers.py ├── diffusion_reaction.py ├── heat.py └── nonlinear_diffusion.py ├── train.py └── utils.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/LICENSE.md -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/README.md -------------------------------------------------------------------------------- /data/README: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/data/README -------------------------------------------------------------------------------- /docs/assets/SepONet_Architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/docs/assets/SepONet_Architecture.png -------------------------------------------------------------------------------- /docs/assets/figure1_varying_Nc.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/docs/assets/figure1_varying_Nc.png -------------------------------------------------------------------------------- /docs/assets/figure2_varying_Nf.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/docs/assets/figure2_varying_Nf.png -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/pyproject.toml -------------------------------------------------------------------------------- /results/README: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/results/README -------------------------------------------------------------------------------- /scripts/README: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/README -------------------------------------------------------------------------------- /scripts/generate_test_data/advection.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/generate_test_data/advection.py -------------------------------------------------------------------------------- /scripts/generate_test_data/burgers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/generate_test_data/burgers.py -------------------------------------------------------------------------------- /scripts/generate_test_data/diffusion_reaction.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/generate_test_data/diffusion_reaction.py -------------------------------------------------------------------------------- /scripts/generate_test_data/heat.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/generate_test_data/heat.py -------------------------------------------------------------------------------- /scripts/generate_test_data/nonlinear_diffusion.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/generate_test_data/nonlinear_diffusion.py -------------------------------------------------------------------------------- /scripts/main_scripts/advection.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/main_scripts/advection.py -------------------------------------------------------------------------------- /scripts/main_scripts/burgers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/main_scripts/burgers.py -------------------------------------------------------------------------------- /scripts/main_scripts/diffusion_reaction.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/main_scripts/diffusion_reaction.py -------------------------------------------------------------------------------- /scripts/main_scripts/heat.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/main_scripts/heat.py -------------------------------------------------------------------------------- /scripts/main_scripts/nonlinear_diffusion.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/main_scripts/nonlinear_diffusion.py -------------------------------------------------------------------------------- /scripts/scale_tests/run_ADV_deeponet.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/scale_tests/run_ADV_deeponet.sh -------------------------------------------------------------------------------- /scripts/scale_tests/run_ADV_seponet.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/scale_tests/run_ADV_seponet.sh -------------------------------------------------------------------------------- /scripts/scale_tests/run_DR_deeponet.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/scale_tests/run_DR_deeponet.sh -------------------------------------------------------------------------------- /scripts/scale_tests/run_DR_seponet.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/scale_tests/run_DR_seponet.sh -------------------------------------------------------------------------------- /scripts/scale_tests/run_burgers_deeponet.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/scale_tests/run_burgers_deeponet.sh -------------------------------------------------------------------------------- /scripts/scale_tests/run_burgers_seponet.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/scale_tests/run_burgers_seponet.sh -------------------------------------------------------------------------------- /scripts/scale_tests/run_heat_deeponet.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/scale_tests/run_heat_deeponet.sh -------------------------------------------------------------------------------- /scripts/scale_tests/run_heat_seponet.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/scale_tests/run_heat_seponet.sh -------------------------------------------------------------------------------- /scripts/scale_tests/run_nonlinear_diffusion_seponet.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/scripts/scale_tests/run_nonlinear_diffusion_seponet.sh -------------------------------------------------------------------------------- /src/separable_operator_networks/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/src/separable_operator_networks/__init__.py -------------------------------------------------------------------------------- /src/separable_operator_networks/eval.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/src/separable_operator_networks/eval.py -------------------------------------------------------------------------------- /src/separable_operator_networks/hvp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/src/separable_operator_networks/hvp.py -------------------------------------------------------------------------------- /src/separable_operator_networks/models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/src/separable_operator_networks/models.py -------------------------------------------------------------------------------- /src/separable_operator_networks/pde/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/src/separable_operator_networks/pde/__init__.py -------------------------------------------------------------------------------- /src/separable_operator_networks/pde/advection.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/src/separable_operator_networks/pde/advection.py -------------------------------------------------------------------------------- /src/separable_operator_networks/pde/burgers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/src/separable_operator_networks/pde/burgers.py -------------------------------------------------------------------------------- /src/separable_operator_networks/pde/diffusion_reaction.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/src/separable_operator_networks/pde/diffusion_reaction.py -------------------------------------------------------------------------------- /src/separable_operator_networks/pde/heat.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/src/separable_operator_networks/pde/heat.py -------------------------------------------------------------------------------- /src/separable_operator_networks/pde/nonlinear_diffusion.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/src/separable_operator_networks/pde/nonlinear_diffusion.py -------------------------------------------------------------------------------- /src/separable_operator_networks/train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/src/separable_operator_networks/train.py -------------------------------------------------------------------------------- /src/separable_operator_networks/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HewlettPackard/separable-operator-networks/HEAD/src/separable_operator_networks/utils.py --------------------------------------------------------------------------------