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Photon-AI-Research
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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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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
6 months ago
0
Fixed issue #46 & #56
#58
raj-sutariya
closed
2 years ago
0
Adaptive sampling
#57
Jeyhun1
closed
2 years 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
3 years ago
0
Fix dynamic finger net
#50
StillerPatrick
closed
3 years ago
1
Correct implementation of the `to` function in the models
#49
StillerPatrick
closed
3 years ago
0
mlp.py
#48
Jeyhun1
closed
3 years ago
0
1d heat equation
#47
Jeyhun1
closed
3 years ago
1
Time Measurement
#46
StillerPatrick
closed
2 years ago
1
Visualization of the loss gradiens
#45
StillerPatrick
closed
3 years ago
0
Rework readme
#44
StillerPatrick
opened
3 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
3 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
3 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
3 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
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