├── LNO-Paddle ├── ForwardProblem │ ├── exp_steady.py │ ├── exp_time.py │ ├── module │ │ ├── __pycache__ │ │ │ ├── dataset.cpython-39.pyc │ │ │ ├── loss.cpython-39.pyc │ │ │ ├── model.cpython-39.pyc │ │ │ └── utils.cpython-39.pyc │ │ ├── dataset.py │ │ ├── loss.py │ │ ├── model.py │ │ └── utils.py │ ├── prepare.py │ └── scripts │ │ ├── LNO_Airfoil.sh │ │ ├── LNO_Darcy.sh │ │ ├── LNO_Elasticity.sh │ │ ├── LNO_NS2d.sh │ │ ├── LNO_Pipe.sh │ │ └── LNO_Plasticity.sh └── InverseProblem │ └── None ├── LNO-PyTorch ├── ForwardProblem │ ├── configs │ │ ├── LNO_Airfoil.jsonc │ │ ├── LNO_Darcy.jsonc │ │ ├── LNO_Elasticity.jsonc │ │ ├── LNO_Pipe.jsonc │ │ ├── LNO_Plasticity.jsonc │ │ └── LNO_time_NS2d.jsonc │ ├── exp.py │ ├── module │ │ ├── __pycache__ │ │ │ ├── addition.cpython-39.pyc │ │ │ ├── dataset.cpython-39.pyc │ │ │ ├── loss.cpython-39.pyc │ │ │ ├── model.cpython-39.pyc │ │ │ └── utils.cpython-39.pyc │ │ ├── addition.py │ │ ├── dataset.py │ │ ├── loss.py │ │ ├── model.py │ │ ├── setting.py │ │ └── utils.py │ ├── prepare.py │ └── scripts │ │ ├── LNO_Airfoil.sh │ │ ├── LNO_Darcy.sh │ │ ├── LNO_Elasticity.sh │ │ ├── LNO_NS2d.sh │ │ ├── LNO_Pipe.sh │ │ └── LNO_Plasticity.sh └── InverseProblem │ ├── configs │ ├── LNO_completer_fix_Burgers.jsonc │ ├── LNO_completer_random_Burgers.jsonc │ └── LNO_propagator_Burgers.jsonc │ ├── infer.py │ ├── module │ ├── model.py │ └── utils.py │ ├── prepare.py │ ├── scripts │ ├── LNO_Burgers.sh │ ├── LNO_completer_Burgers.sh │ └── LNO_propagator_Burgers.sh │ └── train.py ├── README.md ├── assets ├── Forward-1.png ├── Forward-2.png ├── Inverse-1.png ├── Inverse-2.png ├── Inverse-3.png ├── Inverse-4.png ├── LNO.png └── phca.png └── requirements.txt /LNO-Paddle/ForwardProblem/exp_steady.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/L-I-M-I-T/LatentNeuralOperator/HEAD/LNO-Paddle/ForwardProblem/exp_steady.py 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