| Fields | Network | MindSpore Implementation | Ascend | GPU |
|---|---|---|---|---|
| General Physics | auq_pinns | Link | ✅ | ✅ |
| General Physics | cpinns | Link | ✅ | ✅ |
| General Physics | deep_hpms | Link | ✅ | ✅ |
| General Physics | deep_ritz | Link | ✅ | ✅ |
| General Physics | deepbsde | Link | ✅ | |
| General Physics | deeponet | Link | ✅ | |
| General Physics | dgm | Link | ✅ | ✅ |
| General Physics | fbsnns | Link | ✅ | ✅ |
| General Physics | fpinns | Link | ✅ | ✅ |
| General Physics | gradient_pathologies_pinns | Link | ✅ | ✅ |
| General Physics | hp_vpinns | Link | ✅ | ✅ |
| General Physics | laaf | Link | ✅ | ✅ |
| General Physics | mgnet | Link | ✅ | ✅ |
| General Physics | multiscale_pinns | Link | ✅ | ✅ |
| General Physics | pfnn | Link | ✅ | |
| General Physics | phygeonet | Link | ✅ | ✅ |
| General Physics | pi_deeponet | Link | ✅ | |
| General Physics | pinns | Link | ✅ | |
| General Physics | pinns_ntk | Link | ✅ | ✅ |
| General Physics | ppinns | Link | ✅ | ✅ |
| General Physics | xpinns | Link | ✅ | ✅ |
| Hamiltonian Systems | sympnets | Link | ✅ | ✅ |
| Elastodynamics | pinn_elastodynamics | Link | ✅ | ✅ |
| Thermodynamics | pinn_heattransfer | Link | ✅ | ✅ |
| Meteorology | enso | Link | ✅ | ✅ |
| Geology | inversion_net | Link | ✅ | ✅ |
| Geology | pinn_helmholtz | Link | ✅ | ✅ |
| Marine Physics | ocean_model | Link | ✅ | |
| Marine Physics | pinns_swe | Link | ✅ | ✅ |
| Electromagnetic | meta_auto_decoder | Link | ✅ | ✅ |
| Electromagnetic | pinn_fwi | Link | ✅ | ✅ |
| Electromagnetic | time_domain_maxwell | Link | ✅ | ✅ |
| Electromagnetic | frequency_domain_maxwell | Link | ✅ | ✅ |
| Electromagnetic | AD_FDTD | Link | ✅ | |
| Electromagnetic | SED_ANN | Link | ✅ | ✅ |
| Electromagnetic | Metasurface_holograms | Link | ✅ | ✅ |
| Electromagnetic | maxwell_net | Link | ✅ | ✅ |
| Computational Biology | MEGA-Fold | Link | ✅ | ✅ |
| Computational Biology | MEGA-EvoGen | Link | ✅ | ✅ |
| Computational Biology | MEGA-Assessment | Link | ✅ | ✅ |
| Computational Biology | ColabDesign | Link | ✅ | ✅ |
| Computational Biology | DeepFRI | Link | ✅ | ✅ |
| Computational Biology | FAAST | Link | ✅ | ✅ |
| Computational Biology | JT-VAE | Link | ✅ | ✅ |
| Computational Biology | MG-BERT | Link | ✅ | ✅ |
| Computational Biology | Multimer | Link | ✅ | ✅ |
| Computational Biology | ProteinMPNN | Link | ✅ | ✅ |
| Computational Biology | UFold | Link | ✅ | ✅ |
| Computational Biology | ESM-IF1 | Link | ✅ | ✅ |
| Computational Biology | ESM2 | Link | ✅ | ✅ |
| Computational Biology | Grover | Link | ✅ | ✅ |
| Computational Biology | Pafnucy | Link | ✅ | ✅ |
| Computational Fluid Dynamics | FNO1D | Link | ✅ | ✅ |
| Computational Fluid Dynamics | KNO1D | Link | ✅ | ✅ |
| Computational Fluid Dynamics | FNO2D | Link | ✅ | ✅ |
| Computational Fluid Dynamics | KNO2D | Link | ✅ | ✅ |
| Computational Fluid Dynamics | FNO3D | Link | ✅ | ✅ |
| Computational Fluid Dynamics | CAE-LSTM | Link | ✅ | ✅ |
| Computational Fluid Dynamics | eHDNN | Link | ✅ | ✅ |
| Computational Fluid Dynamics | HDNN | Link | ✅ | ✅ |
| Computational Fluid Dynamics | ViT | Link | ✅ | ✅ |
| Computational Fluid Dynamics | PeRCNN | Link | ✅ | ✅ |
| Computational Fluid Dynamics | Burgers1D | Link | ✅ | ✅ |
| Computational Fluid Dynamics | Cylinder Flow | Link | ✅ | ✅ |
| Computational Fluid Dynamics | PDE-Net | Link | ✅ | ✅ |
| Computational Fluid Dynamics | hfm | Link | ✅ | ✅ |
| Computational Fluid Dynamics | label_free_dnn_surrogate | Link | ✅ | ✅ |
| Computational Fluid Dynamics | nsf_nets | Link | ✅ | ✅ |