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PINN variants addition and Solvers Update (#263)

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* gpinn/basepinn new classes, pinn restructure
* codacy fix gpinn/basepinn/pinn
* inverse problem fix
* Causal PINN (#267)
* fix GPU training in inverse problem (#283)
* Create a `compute_residual` attribute for `PINNInterface`
* Modify dataloading in solvers (#286)
* Modify PINNInterface by removing _loss_phys, _loss_data
* Adding in PINNInterface a variable to track the current condition during training
* Modify GPINN,PINN,CausalPINN to match changes in PINNInterface
* Competitive Pinn Addition (#288)
* fixing after rebase/ fix loss
* fixing final issues

---------

Co-authored-by: Dario Coscia <dariocoscia@Dario-Coscia.local>

* Modify min max formulation to max min for paper consistency
* Adding SAPINN solver (#291)
* rom solver
* fix import

---------

Co-authored-by: Dario Coscia <dariocoscia@Dario-Coscia.local>
Co-authored-by: Anna Ivagnes <75523024+annaivagnes@users.noreply.github.com>
Co-authored-by: valc89 <103250118+valc89@users.noreply.github.com>
Co-authored-by: Monthly Tag bot <mtbot@noreply.github.com>
Co-authored-by: Nicola Demo <demo.nicola@gmail.com>
This commit is contained in:
Dario Coscia
2024-05-10 14:07:01 +02:00
committed by GitHub
parent 39dc6c4d86
commit e0429bb445
29 changed files with 3837 additions and 357 deletions
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21
pina/solvers/__init__.py
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@@ -1,6 +1,19 @@
__all__ = ["PINN", "GAROM", "SupervisedSolver", "SolverInterface"]
__all__ = [
"SolverInterface",
"PINNInterface",
"PINN",
"GPINN",
"CausalPINN",
"CompetitivePINN",
"SAPINN",
"SupervisedSolver",
"ReducedOrderModelSolver",
"GAROM",
]
from .garom import GAROM
from .pinn import PINN
from .supervised import SupervisedSolver
from .solver import SolverInterface
from .pinns import *
from .supervised import SupervisedSolver
from .rom import ReducedOrderModelSolver
from .garom import GAROM