PINA icon indicating copy to clipboard operation
PINA copied to clipboard

Physics-Informed Neural networks for Advanced modeling

Results 72 PINA issues
Sort by recently updated
recently updated
newest added

**Describe the bug** The workflow to export tutorial contains `workflow_dispatch` which is not supported by the action `jitterbit/get-changed-files@v1`. This action is needed to see the changes done by the tutorials,...

bug

Fixes #515 Tentative RoadMap - [ ] `MessagePassingInterface`: handles the shared methods and attributes, can be overridden from [MessagePassing](https://pytorch-geometric.readthedocs.io/en/latest/generated/torch_geometric.nn.conv.MessagePassing.html) from PyG. Possible additional features it might contain are if the...

enhancement
pr-to-fix

Fixes #519

bug
high priority
pr-to-review

**Describe the bug** The Multisolver class raises error when not specifying optimizers **To Reproduce** Inherit from Multisolver and do not specify the optimizers. E.g: ```python class EnsembleSolverInterface(MultiSolverInterface): def __init__( self,...

bug

**Is your feature request related to a problem? Please describe.** Message-passing networks are everywhere now in SciML, from PDE modelling to molecule generation, and more. These models can be efficiently...

enhancement

**Is your feature request related to a problem? Please describe.** Improve some inconsistencies in the documentation, and upload new PINA workflow. **Describe the solution you'd like** - In [GAROM](https://mathlab.github.io/PINA/_rst/solver/garom.html) doc...

documentation
enhancement

**Is your feature request related to a problem? Please describe.** In many PINA python scripts there is the `check_consistency` function, which checks all types. This function adds a lot of...

enhancement

Implement a CLI to automatise benchmarking and model's training

enhancement