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Physics-Informed Neural networks for Advanced modeling

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When I perform some computations with LabelTensor I may obtain another LabelTensor without labels, and I found that, if I use .cpu() it does not work because at some points...

question

When using the MetricTracker in the trainer, and then using plottter.plot_loss, an error occurs because it cannot "see" the "mean_loss" metric, although it should be logged. It can only plot...

bug

**Describe the bug** Training not leading to the expected solution **To Reproduce** `examples/run_parametric_elliptic_optimal.py` **Expected behavior** We expect the solution to be close to the PINN solution in paper [https://arxiv.org/pdf/2110.13530](url) (Figure...

bug

Hello, I tried to follow the tutorial with a very simple function just to try it out. I got stopped because of this error message when I run the trainer....

help wanted

Hello, could you share a snippet for how you generate the `Data_KS.mat` in tutorial 10 ? Thanks!

help wanted

**Is your feature request related to a problem? Please describe.** Add in the [contributing file](https://github.com/mathLab/PINA/blob/master/CONTRIBUTING.md) information about: - [ ] how to run the tests locally - [ ] how...

enhancement

**The objective** Hello, I've been trying to use the library for the last couple of days but I'm encountering difficulties with my problem. I'm trying to model pandemic dynamics through...

help wanted

Hello is it possible to add the true_solution in the stokes problem? and would it be possible to visualise the residual in 2d? Similarly to poisson? or else, what visualisation...

help wanted
question

Hello could you add a brief description of the Stoke problem similar to the other tutorials? https://github.com/mathLab/PINA/blob/fefba810341379b51b9a49e59d45fd82d668b1bb/examples/problems/stokes.py referred to the `run_stokes` file Best regards

help wanted
question