PINA
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mathLab
Physics-Informed Neural networks for Advanced modeling
**New Added Solvers** * [x] `GPINN` solver class gradient enhanced pinn [paper link](https://arxiv.org/abs/2111.02801) * [x] `CausalPINN` solver class causal pinn [paper link](https://arxiv.org/abs/2203.07404) * [x] `SAPINN` solver class self adaptive pinn...
**Describe the bug** In the [testing_pr.yml](https://github.com/mathLab/PINA/blob/56d5f3627b26b8ca13988cafcc9fa189d09441a9/.github/workflows/testing_pr.yml) file the tests are run for python 3.8, 3.9, 3.10, 3.11, 3.12. In the [monthly-tag.yml](https://github.com/mathLab/PINA/blob/56d5f3627b26b8ca13988cafcc9fa189d09441a9/.github/workflows/monthly-tag.yml) only 3.7 and 3.8 are tested. While in the...
**Describe the bug** The `Plotter().plot` does not work for 2D domains when the `matplotlib` 3.8.0 version is installed. **To Reproduce** Any tutorial where plotter is used is fine **Output** ValueError:...
**Is your feature request related to a problem? Please describe.** Create a benchmark folder for PINNs and NOs literature benchmarks, to easily try new PINNs and NOs variants. **Describe the...
**Is your feature request related to a problem? Please describe.** From PyTorch 2.0 there is the possibility to compile the code, resulting in faster training and inference time, see [here](https://pytorch.org/get-started/pytorch-2.0/#user-experience)...
Hi again :) I'd like to bring up a topic that's been keeping me busy lately in the field of Physics-Informed Neural Networks (PINNS). During research I've come across a...
- [ ] Graph support - [ ] Locations/Condition refactory - [ ] New LabelTensor design - [ ] New Optimizer/Scheduler interfaces - [ ] HyperOptimization(?)
**Is your feature request related to a problem? Please describe.** Many DL models need extensive hyperparameter optimization in order to find the best-performing model. Since the `v0.1` version #142 is...