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  • Adding the CausalPINN class
  • Adding tests for CausalPINN class

@dario-coscia dario-coscia added the pr-to-fix Label for PR that needs modification label Mar 21, 2024
@dario-coscia dario-coscia self-assigned this Mar 21, 2024
@dario-coscia dario-coscia merged commit 784a1a6 into mathLab:new_pinns Mar 22, 2024
@dario-coscia dario-coscia deleted the causal_pinn branch March 22, 2024 11:23
dario-coscia added a commit that referenced this pull request Apr 4, 2024
* causal pinn
* ref update/ codacy
dario-coscia added a commit that referenced this pull request Apr 15, 2024
* causal pinn
* ref update/ codacy
dario-coscia added a commit that referenced this pull request Apr 30, 2024
* causal pinn
* ref update/ codacy
dario-coscia added a commit that referenced this pull request Apr 30, 2024
* causal pinn
* ref update/ codacy
dario-coscia added a commit that referenced this pull request May 10, 2024
* 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]>
ndem0 added a commit that referenced this pull request Sep 9, 2024
* 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]>
ndem0 added a commit that referenced this pull request Sep 9, 2024
* 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]>
dario-coscia added a commit that referenced this pull request Mar 12, 2025
* 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]>
dario-coscia added a commit that referenced this pull request Apr 17, 2025
* 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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