The Well
is a 15TB dataset collection of physics simulations. This model is part of the models that have been benchmarked on the Well.
The models have been trained for a fixed time of 12 hours or up to 500 epochs, whichever happens first. The training was performed on a NVIDIA H100 96GB GPU.
In the time dimension, the context length was set to 4. The batch size was set to maximize the memory usage. We experiment with 5 different learning rates for each model on each dataset.
We use the model performing best on the validation set to report test set results.
The reported results are here to provide a simple baseline.
They should not be considered as state-of-the-art
. We hope that the community will build upon these results to develop better architectures for PDE surrogate modeling.
To load the FNO model trained on the
turbulent_radiative_layer_2D
of the Well, use the following commands.
from the_well.benchmark.models import FNO
model = FNO.from_pretrained("polymathic-ai/FNO-turbulent_radiative_layer_2D")
Runs of polymathic-ai FNO-turbulent_radiative_layer_2D on huggingface.co
164
Total runs
0
24-hour runs
30
3-day runs
20
7-day runs
-348
30-day runs
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