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48 Commits

Author SHA1 Message Date
Dario Coscia
b0dd952440 renaming 2025-04-17 10:48:32 +02:00
giovanni
8dfc9d19db standardize module docstring 2025-04-17 10:48:31 +02:00
Filippo Olivo
4177bfbb50 Fix Codacy Warnings (#477) 
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Co-authored-by: Dario Coscia <dariocos99@gmail.com>
 2025-03-19 17:48:18 +01:00
Dario Coscia
42ab1a666b Formatting 
* Adding black as dev dependency
* Formatting pina code
* Formatting tests
 2025-03-19 17:46:36 +01:00
Dario Coscia
886bd23fdb Back compatibility 0.1 2025-03-19 17:46:36 +01:00
Dario Coscia
df673cad4e Renaming 
* solvers -> solver
* adaptive_functions -> adaptive_function
* callbacks -> callback
* operators -> operator
* pinns -> physics_informed_solver
* layers -> block
 2025-03-19 17:46:36 +01:00
Dario Coscia
9cae9a438f Update solvers (#434) 
* Enable DDP training with batch_size=None and add validity check for split sizes
* Refactoring SolverInterfaces (#435)
* Solver update + weighting
* Updating PINN for 0.2
* Modify GAROM + tests
* Adding more versatile loggers
* Disable compilation when running on Windows
* Fix tests

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Co-authored-by: giovanni <giovanni.canali98@yahoo.it>
Co-authored-by: FilippoOlivo <filippo@filippoolivo.com>
 2025-03-19 17:46:35 +01:00
Nicola Demo
a899327de1 fix tests 2025-03-19 17:46:34 +01:00
Giovanni Canali
4bec5bfc9a Update import from lightning.pytorch (#409) 
* update import
* Remove unnecessary import return type

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Co-authored-by: Filippo Olivo <filippo@filippoolivo.com>
 2025-03-19 17:46:34 +01:00
FilippoOlivo
a6f0336d06 Add check conditions-solver consistency 2025-03-19 17:46:34 +01:00
Filippo Olivo
f748b66194 Fix bugs (#387) 2025-03-19 17:46:34 +01:00
Dario Coscia
3c95441aac Revert "Fix bugs (#385)" (#386) 
This reverts commit 69cd0ed8cda91c92dab6551a0c6dfd94d199cee7.
 2025-03-19 17:46:34 +01:00
Filippo Olivo
6da74cadd5 Fix bugs (#385) 2025-03-19 17:46:34 +01:00
Dario Coscia
b52112e448 remove unnecessary dependency 2025-03-19 17:46:34 +01:00
Filippo Olivo
a27bd35443 Implementation of DataLoader and DataModule (#383) 
Refactoring for 0.2
* Data module, data loader and dataset
* Refactor LabelTensor
* Refactor solvers

Co-authored-by: dario-coscia <dariocos99@gmail.com>
 2025-03-19 17:46:34 +01:00
FilippoOlivo
dd43c8304c Codacy correction 2025-03-19 17:46:34 +01:00
FilippoOlivo
ea3d1924e7 Improve efficiency and refact LabelTensor, codacy correction and fix bug in PinaBatch 2025-03-19 17:46:34 +01:00
FilippoOlivo
ccc5f5a322 Add Graph support in Dataset and Dataloader 2025-03-19 17:46:34 +01:00
FilippoOlivo
1bc1b3a580 Correct codacy warnings 2025-03-19 17:46:33 +01:00
FilippoOlivo
c9304fb9bb Implement Dataset, Dataloader and DataModule class and fix SupervisedSolver 2025-03-19 17:46:33 +01:00
FilippoOlivo
2be57944ba Fix SupervisedSolver GPU bug and implement GraphSolver (#346) 
* Fix some bugs
* Solve bug with GPU and model_summary parameters in SupervisedSolver class
* Implement GraphSolver class
* Fix Tutorial 5
 2025-03-19 17:46:33 +01:00
FilippoOlivo
30f865d912 Fix bugs in 0.2 (#344) 
* Fix some bugs
 2025-03-19 17:46:33 +01:00
Nicola Demo
f0d68b34c7 refact 2025-03-19 17:46:33 +01:00
Nicola Demo
9d9c2aa23e supervised working 2025-03-19 17:46:33 +01:00
Nicola Demo
5245a0b68c refact 2025-03-19 17:46:33 +01:00
ndem0
1f6ea277ad 🎨 Format Python code with psf/black 2024-10-10 18:47:22 +02:00
Giovanni_Canali
53605d5a09 initialize self-adaptive weights to 0 (#358) 2024-10-10 18:46:07 +02:00
Dario Coscia
801b6b8d34 Update RBAPINN 2024-10-10 18:46:07 +02:00
dario-coscia
cce9876751 * Fixing mean tracked loss 
* Adding a PINA progress bar
 2024-08-12 14:48:09 +02:00
Giovanni_Canali
35fd119a37 added rba-pinn (#308) 
* added rba-pinn
* changes to loss logger
* tests
* doc

---------

Co-authored-by: Monthly Tag bot <mtbot@noreply.github.com>
Co-authored-by: Nicola Demo <demo.nicola@gmail.com>
 2024-06-18 16:17:04 +02:00
github-actions[bot]
9463ae4b15 🎨 Format Python code with psf/black (#297) 
Co-authored-by: dario-coscia <dario-coscia@users.noreply.github.com>
 2024-05-10 14:08:01 +02:00
Dario Coscia
e0429bb445 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

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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>
 2024-05-10 14:07:01 +02:00
ndem0
cbb43a5392 🎨 Format Python code with psf/black 2024-02-09 15:11:51 +01:00
Nicola Demo
42cf7fcaf1 temporary fix for py37 (combinedloader) (#215) 
* temporary fix for py37 (combinedloader)
 2023-11-22 15:30:50 +01:00
Dario Coscia
56bd0dac7d minor updates in garom.py 
* Removing `retain_graph` in backward for discriminator
* Fixing issues with different precision training for Lightining
 2023-11-17 16:08:29 +01:00
Anna Ivagnes
0b7a307cf1 Inverse problem implementation (#177) 
* inverse problem implementation

* add tutorial7 for inverse Poisson problem

* fix doc in equation, equation_interface, system_equation

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Co-authored-by: Dario Coscia <dariocoscia@dhcp-015.eduroam.sissa.it>
 2023-11-17 09:51:29 +01:00
Dario Coscia
ee39b39805 Examples update for v0.1 (#206) 
* modify examples/problems
* modify tutorials

---------

Co-authored-by: Dario Coscia <dariocoscia@dhcp-235.eduroam.sissa.it>
Co-authored-by: Dario Coscia <dariocoscia@dhcp-015.eduroam.sissa.it>
 2023-11-17 09:51:29 +01:00
Dario Coscia
934ae409ff adding possibility to pass empty list in the solver 2023-11-17 09:51:29 +01:00
Dario Coscia
c90301c204 Network handles forward for all solvers 2023-11-17 09:51:29 +01:00
Dario Coscia
4844640727 fix Supervised/PINN solvers forward + fix tut5 2023-11-17 09:51:29 +01:00
Dario Coscia
8b7b61b3bd Documentation for v0.1 version (#199) 
* Adding Equations, solving typos
* improve _code.rst
* the team rst and restuctore index.rst
* fixing errors

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Co-authored-by: Dario Coscia <dariocoscia@dhcp-015.eduroam.sissa.it>
 2023-11-17 09:51:29 +01:00
Dario Coscia
3f9305d475 Solvers logging (#202) 
* Modifying solvers to log every epoch correctly
* add `on_epoch` flag to logger
* fix bug in `pinn.py` `pts -> samples` in `_loss_phys`
* add `optimizer_zero_grad()` in garom generator training loop
* modify imports in `callbacks.py`
* fixing tests

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Co-authored-by: Dario Coscia <dariocoscia@dhcp-015.eduroam.sissa.it>
 2023-11-17 09:51:29 +01:00
Nicola Demo
d654259428 add dataset and dataloader for sample points (#195) 
* add dataset and dataloader for sample points
* unittests
 2023-11-17 09:51:29 +01:00
Dario Coscia
2e2fe93458 GAROM solver loss update 
Changing from `LpLoss` to `PowerLoss`
 2023-11-17 09:51:29 +01:00
Dario Coscia
80b4b43460 GAROM loggers (#181) 
* adding loggers for GAROM solver

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Co-authored-by: Dario Coscia <dariocoscia@Dario-Coscia.local>
 2023-11-17 09:51:29 +01:00
Dario Coscia
a9b1bd2826 Tutorials v0.1 (#178) 
Tutorial update and small fixes

* Tutorials update + Tutorial FNO
* Create a metric tracker callback
* Update PINN for logging
* Update plotter for plotting
* Small fix LabelTensor
* Small fix FNO

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Co-authored-by: Dario Coscia <dariocoscia@cli-10-110-13-250.WIFIeduroamSTUD.units.it>
Co-authored-by: Dario Coscia <dariocoscia@dhcp-176.eduroam.sissa.it>
 2023-11-17 09:51:29 +01:00
Dario Coscia
955f904b05 simple logger 2023-11-17 09:51:29 +01:00
Dario Coscia
701046661f Solvers for multiple models (#133) 
* Solvers for multiple models
- Implementing the possibility to add multiple models for solvers (e.g. GAN)
- Implementing GAROM solver, see https://arxiv.org/abs/2305.15881
- Implementing tests for GAROM solver (cpu only)
- Fixing docs PINNs
- Creating a solver directory, for consistency in the package


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Co-authored-by: Dario Coscia <dariocoscia@dhcp-040.eduroam.sissa.it>
 2023-11-17 09:51:29 +01:00