PDEBench
PDEBench copied to clipboard
pdebench
PDEBench: An Extensive Benchmark for Scientific Machine Learning
Hello! This work of yours has been a strong support to drive innovation in machine learning simulation and I thank you for your contribution. I was recently studying your project...
I found that in the dataset of diffsorp1d, all the data at time t=0 are the same. Is this an error in the data, or is it intentional? 
Thank you for the great effort. I have two questions: 1. Do you host a ranking for each problem? 2. Is there a workflow people can follow to contribute models...
Hello! This work of yours about PDEBench has been a strong support to drive innovation in machine learning simulation and I thank you for your contribution. I'm recently studying your...
I have run into two issues with darcy flow's config files: 1. There are two config files [config_darcy.yaml](https://github.com/pdebench/PDEBench/blob/main/pdebench/models/config/config_darcy.yaml) and [args/config_Darcy.yaml](https://github.com/pdebench/PDEBench/blob/main/pdebench/models/config/args/config_Darcy.yaml). The documentation points to `config_Darcy.yaml` (capital D), but `config_darcy.yaml` (lowercase...
Hi, I downloaded the dataset for the 1D Navier-Stokes Compressible Equation., and I have several questions about the PINN PDE that is implemented in [pinn](https://github.com/pdebench/PDEBench/tree/main/pdebench/models/pinn/pde_definitions.py) . - Why is the...
Howdy! Thanks for the great work you've done. I have trouble in model training now, and I'm seeking for your help. I wanna use FNO model to train and evaluate...
Hi, I downloaded the "ns_incom_inhom_2d_512-0.h5" from the link and tried using the data in my experiments. The data consists of four items, whose names and dimensions are: ``` Key=force, shape=(4,...
Hi, From the code it seems that PINN samples 30% of ground truth data from the solution domain and use them to supervise training. If I understand correctly, the original...
Hi, Thanks so much for your great job! When I check the data [page](https://darus.uni-stuttgart.de/dataset.xhtml?persistentId=doi:10.18419/darus-2986), I found there are so many repeat `ns_incom_inhom_2d_512-275.h5`. Are they the same or the wrong file...
