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Update links in FNO readme
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the_well/benchmark/models/fno/README.md

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