Photon-AI-Research NeuralSolvers issues

Photon-AI-Research / NeuralSolvers

Neural network based solvers for partial differential equations and inverse problems :milky_way:. Implementation of physics-informed neural networks in pytorch.

MIT License

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issues

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issue66: fix non-gpu execution

#67 Jeyhun1 closed 1 year ago
1
A typo with use_gpu ?

#66 yanyuechuixue closed 1 year ago
4
Get rid of the input and output dimension in the PINN constructor

#65 StillerPatrick opened 2 years ago
0
benchmark suite

#64 StillerPatrick opened 2 years ago
0
Make PINN loss more lightweight

#63 StillerPatrick opened 2 years ago
0
Modularize fit function

#62 StillerPatrick opened 2 years ago
0
Add tqdm ?

#61 StillerPatrick closed 2 years ago
0
Provide a seperate pretraining function

#60 StillerPatrick opened 2 years ago
0
Distributed inferences

#59 raj-sutariya closed 4 months ago
0
Fixed issue #46 & #56

#58 raj-sutariya closed 2 years ago
0
Adaptive sampling

#57 Jeyhun1 closed 1 year ago
3
Making logging more consistent

#56 StillerPatrick closed 2 years ago
0
Weighting is not set correctly

#55 StillerPatrick opened 2 years ago
0
Update of HPM-loss and heat equation inversion example

#54 StillerPatrick closed 2 years ago
0
Update of UKD HPM

#53 maxxxzdn closed 2 years ago
0
Checkpointing has problems when boundary condition is empty

#52 StillerPatrick opened 2 years ago
0
fixing typo

#51 psteinb closed 2 years ago
0
Fix dynamic finger net

#50 StillerPatrick closed 2 years ago
1
Correct implementation of the `to` function in the models

#49 StillerPatrick closed 2 years ago
0
mlp.py

#48 Jeyhun1 closed 2 years ago
0
1d heat equation

#47 Jeyhun1 closed 2 years ago
1
Time Measurement

#46 StillerPatrick closed 2 years ago
1
Visualization of the loss gradiens

#45 StillerPatrick closed 2 years ago
0
Rework readme

#44 StillerPatrick opened 2 years ago
0
tensorboard logging added

#43 maxxxzdn closed 3 years ago
2
documenting logging with wandb

#42 StillerPatrick closed 3 years ago
0
Tracking histogramms of loss terms

#41 StillerPatrick closed 2 years ago
0
assert that datasets are not empty

#40 maxxxzdn closed 3 years ago
2
Ukd

#39 maxxxzdn closed 3 years ago
0
Ukd

#38 maxxxzdn closed 3 years ago
1
HPM model is not sent to cuda device

#37 maxxxzdn closed 3 years ago
1
The for loops for pretraining and main training are ignored

#36 ahmedemam576 closed 3 years ago
1
implementation of burgers equation and fix in LBFGS finetuning

#35 StillerPatrick closed 3 years ago
0
Fix correct checkpointing

#34 StillerPatrick closed 3 years ago
0
Adding new features

#33 StillerPatrick closed 3 years ago
0
HPM does not support cuda

#32 maxxxzdn closed 3 years ago
1
spelling mistake

#31 maxxxzdn closed 3 years ago
0
AttributeError: 'function' object has no attribute 'hpm_model'

#30 maxxxzdn closed 3 years ago
1
AttributeError: object has no attribute 'model'

#29 maxxxzdn closed 3 years ago
0
Change pretraining to fit boundary as well initial condition

#28 StillerPatrick closed 2 years ago
0
Refactoring and Optimization

#27 abnsy closed 3 years ago
2
Checkpoint writign need prefix and run identifier

#26 StillerPatrick closed 3 years ago
0
FingerNet has to work with dynamic input sizes

#25 StillerPatrick closed 2 years ago
1
PINN should also accept Setups without boundary condition.

#24 StillerPatrick closed 3 years ago
4
Give all loss terms the attribute name

#23 StillerPatrick closed 3 years ago
0
Change Batch_Size of Dataloaders to None

#22 StillerPatrick opened 3 years ago
0
saving a model leads to an error

#21 maxxxzdn closed 3 years ago
1
UserWarning in InitalCondition.py

#20 maxxxzdn closed 3 years ago
7
Extend the PINN function to accept only one boundary condition

#19 juesuarezca closed 3 years ago
1
Port the 2D Schrodinger to the framework

#18 StillerPatrick opened 3 years ago
1