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dario-cosciaDario Cosciaannaivagnesvalc89Monthly Tag bot
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PINN variants addition and Solvers Update (#263)
* 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 <[email protected]> * Modify min max formulation to max min for paper consistency * Adding SAPINN solver (#291) * rom solver * fix import --------- Co-authored-by: Dario Coscia <[email protected]> Co-authored-by: Anna Ivagnes <[email protected]> Co-authored-by: valc89 <[email protected]> Co-authored-by: Monthly Tag bot <[email protected]> Co-authored-by: Nicola Demo <[email protected]>
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‎docs/source/_rst/_code.rst‎

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:titlesonly:
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SolverInterface <solvers/solver_interface.rst>
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PINNInterface <solvers/basepinn.rst>
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PINN <solvers/pinn.rst>
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GPINN <solvers/gpinn.rst>
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CausalPINN <solvers/causalpinn.rst>
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CompetitivePINN <solvers/competitivepinn.rst>
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SAPINN <solvers/sapinn.rst>
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Supervised solver <solvers/supervised.rst>
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ReducedOrderModelSolver <solvers/rom.rst>
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GAROM <solvers/garom.rst>
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‎docs/source/_rst/solvers/basepinn.rst‎

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PINNInterface
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=================
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.. currentmodule:: pina.solvers.pinns.basepinn
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.. autoclass:: PINNInterface
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:members:
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:show-inheritance:

‎docs/source/_rst/solvers/causalpinn.rst‎

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CausalPINN
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==============
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.. currentmodule:: pina.solvers.pinns.causalpinn
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.. autoclass:: CausalPINN
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:members:
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:show-inheritance:

‎docs/source/_rst/solvers/competitivepinn.rst‎

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CompetitivePINN
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=================
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.. currentmodule:: pina.solvers.pinns.competitive_pinn
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.. autoclass:: CompetitivePINN
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:members:
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:show-inheritance:

‎docs/source/_rst/solvers/gpinn.rst‎

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GPINN
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======
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.. currentmodule:: pina.solvers.pinns.gpinn
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.. autoclass:: GPINN
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:members:
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:show-inheritance:

‎docs/source/_rst/solvers/pinn.rst‎

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PINN
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======
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.. currentmodule:: pina.solvers.pinn
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.. currentmodule:: pina.solvers.pinns.pinn
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.. autoclass:: PINN
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:members:

‎docs/source/_rst/solvers/rom.rst‎

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ReducedOrderModelSolver
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==========================
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.. currentmodule:: pina.solvers.rom
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.. autoclass:: ReducedOrderModelSolver
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:members:
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:show-inheritance:

‎docs/source/_rst/solvers/sapinn.rst‎

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SAPINN
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======
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.. currentmodule:: pina.solvers.pinns.sapinn
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.. autoclass:: SAPINN
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:members:
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:show-inheritance:

‎pina/model/avno.py‎

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"""
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points_tmp = x.extract(self.coordinates_indices)
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new_batch = x.extract(self.field_indices)
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new_batch = concatenate((new_batch, points_tmp), dim=2)
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new_batch = concatenate((new_batch, points_tmp), dim=-1)
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new_batch = self._lifting_operator(new_batch)
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new_batch = self._integral_kernels(new_batch)
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new_batch = concatenate((new_batch, points_tmp), dim=2)
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new_batch = concatenate((new_batch, points_tmp), dim=-1)
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new_batch = self._projection_operator(new_batch)
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return new_batch

‎pina/solvers/__init__.py‎

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__all__ = ["PINN", "GAROM", "SupervisedSolver", "SolverInterface"]
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__all__ = [
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"SolverInterface",
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"PINNInterface",
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"PINN",
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"GPINN",
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"CausalPINN",
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"CompetitivePINN",
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"SAPINN",
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"SupervisedSolver",
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"ReducedOrderModelSolver",
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"GAROM",
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]
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from .garom import GAROM
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from .pinn import PINN
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from .supervised import SupervisedSolver
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from .solver import SolverInterface
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from .pinns import *
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from .supervised import SupervisedSolver
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from .rom import ReducedOrderModelSolver
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from .garom import GAROM
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