polymathic-ai / FNO-active_matter

huggingface.co
Total runs: 175
24-hour runs: 9
7-day runs: 21
30-day runs: -271
Model's Last Updated: March 28 2025

Introduction of FNO-active_matter

Model Details of FNO-active_matter

Fourier Neural Operator

Implementation of the Fourier Neural Operator provided by neuraloperator v0.3.0 .

Model Details

For benchmarking on the Well, we used the following parameters.

Parameters Values
Modes 16
Blocks 4
Hidden Size 128
Trained Model Versions

Below is the list of checkpoints available for the training of FNO on different datasets of the Well.

Dataset Best Learning Rate Epochs VRMSE
acoustic_scattering_maze 1E-3 27 0.5033
active_matter 5E-3 239 0.3157
convective_envelope_rsg 1E-4 14 0.0224
gray_scott_reaction_diffusion 1E-3 46 0.2044
helmholtz_staircase 5E-4 132 0.00160
MHD_64 5E-3 170 0.3352
planetswe 5E-4 49 0.0855
post_neutron_star_merger 5E-4 104 0.4144
rayleigh_benard 1E-4 32 0.6049
rayleigh_taylor_instability (At = 0.25) 5E-3 177 0.4013
shear_flow 1E-3 24 0.4450
supernova_explosion_64 1E-4 40 0.3804
turbulence_gravity_cooling 1E-4 13 0.2381
turbulent_radiative_layer_2D 5E-3 500 0.4906
viscoelastic_instability 5E-3 205 0.7195
Loading the model from Hugging Face

To load the FNO model trained on a dataset of the Well, use the following while replacing <datasetname> by the actual name of the dataset.

from the_well.benchmark.models import FNO

model = FNO.from_pretrained("polymathic-ai/FNO-<datasetname>")

Runs of polymathic-ai FNO-active_matter on huggingface.co

175
Total runs
9
24-hour runs
2
3-day runs
21
7-day runs
-271
30-day runs

More Information About FNO-active_matter huggingface.co Model

FNO-active_matter huggingface.co

FNO-active_matter huggingface.co is an AI model on huggingface.co that provides FNO-active_matter's model effect (), which can be used instantly with this polymathic-ai FNO-active_matter model. huggingface.co supports a free trial of the FNO-active_matter model, and also provides paid use of the FNO-active_matter. Support call FNO-active_matter model through api, including Node.js, Python, http.

polymathic-ai FNO-active_matter online free

FNO-active_matter huggingface.co is an online trial and call api platform, which integrates FNO-active_matter's modeling effects, including api services, and provides a free online trial of FNO-active_matter, you can try FNO-active_matter online for free by clicking the link below.

polymathic-ai FNO-active_matter online free url in huggingface.co:

https://huggingface.co/polymathic-ai/FNO-active_matter

FNO-active_matter install

FNO-active_matter is an open source model from GitHub that offers a free installation service, and any user can find FNO-active_matter on GitHub to install. At the same time, huggingface.co provides the effect of FNO-active_matter install, users can directly use FNO-active_matter installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

FNO-active_matter install url in huggingface.co:

https://huggingface.co/polymathic-ai/FNO-active_matter

Url of FNO-active_matter

Provider of FNO-active_matter huggingface.co

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