@@ -47,21 +47,21 @@ Below is the list of checkpoints available for the training of FNO on different
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4848| Dataset | Best Learning Rate | Epochs | VRMSE |
4949| ----------------------------------------| --------------------| --------| --------|
50- | [ acoustic_scattering_maze] ( https://huggingface.co/models/ polymathic-ai/acoustic_scattering_maze ) | 1E-3 | 27 | 0.5033 |
51- | active_matter | 5E-3 | 239 | 0.3157 |
52- | convective_envelope_rsg | 1E-4 | 14 | 0.0224 |
53- | gray_scott_reaction_diffusion | 1E-3 | 46 | 0.2044 |
54- | helmholtz_staircase | 5E-4 | 132 | 0.00160|
55- | MHD_64 | 5E-3 | 170 | 0.3352 |
56- | planetswe | 5E-4 | 49 | 0.0855 |
57- | post_neutron_star_merger | 5E-4 | 104 | 0.4144 |
58- | rayleigh_benard | 1E-4 | 32 | 0.6049 |
59- | rayleigh_taylor_instability (At = 0.25) | 5E-3 | 177 | 0.4013 |
60- | shear_flow | 1E-3 | 24 | 0.4450 |
61- | supernova_explosion_64 | 1E-4 | 40 | 0.3804 |
62- | turbulence_gravity_cooling | 1E-4 | 13 | 0.2381 |
63- | turbulent_radiative_layer_2D | 5E-3 | 500 | 0.4906 |
64- | viscoelastic_instability | 5E-3 | 205 | 0.7195 |
50+ | [ acoustic_scattering_maze] ( https://huggingface.co/polymathic-ai/FNO- acoustic_scattering_maze ) | 1E-3 | 27 | 0.5033 |
51+ | [ active_matter] ( https://huggingface.co/polymathic-ai/FNO-active_matter ) | 5E-3 | 239 | 0.3157 |
52+ | [ convective_envelope_rsg] ( https://huggingface.co/polymathic-ai/FNO-convective_envelope_rsg ) | 1E-4 | 14 | 0.0224 |
53+ | [ gray_scott_reaction_diffusion] ( https://huggingface.co/polymathic-ai/FNO-gray_scott_reaction_diffusion ) | 1E-3 | 46 | 0.2044 |
54+ | [ helmholtz_staircase] ( https://huggingface.co/polymathic-ai/FNO-helmholtz_staircase ) | 5E-4 | 132 | 0.00160|
55+ | [ MHD_64] ( https://huggingface.co/polymathic-ai/FNO-MHD_64 ) | 5E-3 | 170 | 0.3352 |
56+ | [ planetswe] ( https://huggingface.co/polymathic-ai/FNO-planetswe ) | 5E-4 | 49 | 0.0855 |
57+ | [ post_neutron_star_merger] ( https://huggingface.co/polymathic-ai/FNO-post_neutron_star_merger ) | 5E-4 | 104 | 0.4144 |
58+ | [ rayleigh_benard] ( https://huggingface.co/polymathic-ai/FNO-rayleigh_benard ) | 1E-4 | 32 | 0.6049 |
59+ | [ rayleigh_taylor_instability] ( https://huggingface.co/polymathic-ai/FNO-rayleigh_taylor_instability ) | 5E-3 | 177 | 0.4013 |
60+ | [ shear_flow] ( https://huggingface.co/polymathic-ai/FNO-shear_flow ) | 1E-3 | 24 | 0.4450 |
61+ | [ supernova_explosion_64] ( https://huggingface.co/polymathic-ai/FNO-supernova_explosion_64 ) | 1E-4 | 40 | 0.3804 |
62+ | [ turbulence_gravity_cooling] ( https://huggingface.co/polymathic-ai/FNO-turbulence_gravity_cooling ) | 1E-4 | 13 | 0.2381 |
63+ | [ turbulent_radiative_layer_2D] ( https://huggingface.co/polymathic-ai/FNO-turbulent_radiative_layer_2D ) | 5E-3 | 500 | 0.4906 |
64+ | [ viscoelastic_instability] ( https://huggingface.co/polymathic-ai/FNO-viscoelastic_instability ) | 5E-3 | 205 | 0.7195 |
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6666## Loading the model from Hugging Face
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