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## Model Library

| Fields                       | Network                                                                                                                                       |                                                           MindSpore Implementation                                                            | Ascend | GPU |
|------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------:|:------:|:---:|
| General Physics              | [deepbsde](https://www.pnas.org/doi/10.1073/pnas.1718942115)                                                                                  |                            [Link](https://gitee.com/mindspore/models/blob/master/research/hpc/deepbsde/README.md#)                            |        |  ✅  |
| General Physics              | [pfnn](https://www.sciencedirect.com/science/article/abs/pii/S0021999120308597)                                                               |                            [Link](https://gitee.com/mindspore/models/blob/master/research/hpc/pfnn/README_CN.md#)                             |        |  ✅  |
| General Physics              | [pinns](https://www.sciencedirect.com/science/article/abs/pii/S0021999118307125)                                                              |                            [Link](https://gitee.com/mindspore/models/blob/master/research/hpc/pinns/README_CN.md#)                            |        |  ✅  |
| Marine Physics               | [ocean_model](https://gmd.copernicus.org/articles/12/4729/2019/)                                                                              |                          [Link](https://gitee.com/mindspore/models/blob/master/research/hpc/ocean_model/README.md#)                           |        |  ✅  |
| Electromagnetic              | [PINNs with Incremental Learning](https://arxiv.org/abs/2111.08823)                                                                           |        [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/incremental_learning/README_CN.md#)        |   ✅    |  ✅  |
| Electromagnetic              | [pinn_fwi](https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2021JB023120)                                                              |               [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/pinn_fwi/README.md#)                |   ✅    |  ✅  |
| Electromagnetic              | [time_domain_maxwell](https://www.ijcai.org/proceedings/2022/533)                                                                             |        [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/time_domain_maxwell/README_CN.md#)         |   ✅    |  ✅  |
| Electromagnetic              | [frequency_domain_maxwell](https://arxiv.org/abs/2107.06164)                                                                                  |       [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/frequency_domain_maxwell/README.md#)        |   ✅    |  ✅  |
| Electromagnetic              | [AD_FDTD](https://www.mindspore.cn/mindelec/docs/en/r0.2/AD_FDTD.html)                                                                        |                       [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/AD_FDTD/README.md#)                        |   ✅    |  ✅  |
| Electromagnetic              | [SED_ANN](https://gitee.com/mindspore/mindscience/tree/master/MindElec/examples/data_driven/sed_ann)                                          |                [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/data_driven/sed_ann/README_CN.md#)                |   ✅    |  ✅  |
| Electromagnetic              | [Metasurface_holograms](https://www.researching.cn/articles/OJ44d3746c3db8c1e1)                                                               |          [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/metasurface/metasurface_holograms/README.md#)           |   ✅    |  ✅  |
| Computational Biology        | [MEGA-Fold](https://arxiv.org/abs/2206.12240v1)                                                                                               |                  [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/MEGAProtein/README.md#)                   |   ✅    |  ✅  |
| Computational Biology        | [MEGA-EvoGen](https://arxiv.org/abs/2208.09652)                                                                                               |                  [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/MEGAProtein/README.md#)                   |   ✅    |  ✅  |
| Computational Biology        | [MEGA-Assessment](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/MEGAProtein/README.md#)                         |                  [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/MEGAProtein/README.md#)                   |   ✅    |  ✅  |
| Computational Biology        | [ColabDesign](https://www.biorxiv.org/content/10.1101/2021.11.10.468128.abstract)                                                             |                   [Link](https://gitee.com/mindspore/mindscience/tree/master/MindSPONGE/applications/research/Colabdesign)                    |   ✅    |  ✅  |
| Computational Biology        | [DeepDR](https://academic.oup.com/bioinformatics/article/35/24/5191/5497253)                                                                  |               [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/DeepDR/README.en.md#)               |   ✅    |  ✅  |
| Computational Biology        | [DeepFRI](https://www.nature.com/articles/s41467-021-23303-9)                                                                                 |                [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/DeepFRI/README.md#)                |   ✅    |  ✅  |
| Computational Biology        | [FAAST](https://www.biorxiv.org/content/10.1101/2023.04.14.536890v1)                                                                          |                 [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/FAAST/README.md#)                 |   ✅    |  ✅  |
| Computational Biology        | [JT-VAE](https://www.biorxiv.org/content/10.1101/2023.04.14.536890v1)                                                                         |                [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/JT-VAE/README.md#)                 |   ✅    |  ✅  |
| Computational Biology        | [KGNN](https://www.ijcai.org/Proceedings/2020/0380.pdf)                                                                                       |                 [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/KGNN/README.md#)                  |   ✅    |  ✅  |
| Computational Biology        | [MG-BERT](https://academic.oup.com/bib/article-abstract/22/6/bbab152/6265201)                                                                 |                [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/MG_BERT/README.md#)                |   ✅    |  ✅  |
| Computational Biology        | [Multimer](https://www.biorxiv.org/content/10.1101/2021.10.04.463034v1)                                                                       |               [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/Multimer/README.md#)                |   ✅    |  ✅  |
| Computational Biology        | [ProteinMPNN](https://www.science.org/doi/abs/10.1126/science.add2187)                                                                        |              [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/ProteinMPNN/README.md#)              |   ✅    |  ✅  |
| Computational Biology        | [UFold](https://doi.org/10.1093/nar/gkab1074)                                                                                                 |                 [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/UFold/README.md#)                 |   ✅    |  ✅  |
| Computational Biology        | [ESM-IF1](https://proceedings.mlr.press/v162/hsu22a.html)                                                                                     |                [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/esm/README_EN.md#)                 |   ✅    |  ✅  |
| Computational Biology        | [ESM2](https://www.biorxiv.org/content/10.1101/2022.07.20.500902v1.full.pdf)                                                                  |                 [Link](https://gitee.com/mindspore/mindscience/tree/master/MindSPONGE/mindsponge/python/pipeline/models/esm2)                 |   ✅    |  ✅  |
| Computational Biology        | [Grover](https://proceedings.neurips.cc/paper/2020/file/94aef38441efa3380a3bed3faf1f9d5d-Paper.pdf)                                           |                [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/grover/README.md#)                 |   ✅    |  ✅  |
| Computational Biology        | [Pafnucy](https://doi.org/10.1093/bioinformatics/bty374)                                                                                      |                [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/pafnucy/README.md#)                |   ✅    |  ✅  |
| Computational Biology        | [SchNet](https://arxiv.org/abs/1706.08566)                                                                                                    |                               [Link](https://gitee.com/mindspore/mindscience/tree/master/MindSPONGE/cybertron)                                |   ✅    |  ✅  |
| Computational Biology        | [MolCT](https://arxiv.org/abs/2012.11816)                                                                                                     |                               [Link](https://gitee.com/mindspore/mindscience/tree/master/MindSPONGE/cybertron)                                |   ✅    |  ✅  |
| Computational Biology        | [PhysNet](https://arxiv.org/abs/1902.08408)                                                                                                   |                               [Link](https://gitee.com/mindspore/mindscience/tree/master/MindSPONGE/cybertron)                                |   ✅    |  ✅  |
| Computational Fluid Dynamics | [FNO1D](https://arxiv.org/abs/2010.08895)                                                                                                     |             [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/burgers/fno1d/FNO1D.ipynb)             |   ✅    |  ✅  |
| Computational Fluid Dynamics | [KNO1D](https://arxiv.org/abs/2301.10022)                                                                                                     |             [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/burgers/kno1d/README.md#)              |   ✅    |  ✅  |
| Computational Fluid Dynamics | [FNO2D](https://arxiv.org/abs/2010.08895)                                                                                                     |          [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/navier_stokes/fno2d/FNO2D.ipynb)          |   ✅    |  ✅  |
| Computational Fluid Dynamics | [KNO2D](https://arxiv.org/abs/2301.10022)                                                                                                     |          [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/navier_stokes/kno2d/README.md#)           |   ✅    |  ✅  |
| Computational Fluid Dynamics | [FNO3D](https://arxiv.org/abs/2010.08895)                                                                                                     |        [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/navier_stokes/fno3d/FNO3D.ipynb)         |   ✅    |  ✅  |
| Computational Fluid Dynamics | [CAE-LSTM](https://doi.org/10.13700/j.bh.1001-5965.2022.0085)                                                                                 |               [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/research/cae_lstm/README.md#)               |   ✅    |  ✅  |
| Computational Fluid Dynamics | [eHDNN](https://doi.org/10.1016/j.ast.2022.107636)                                                                                            |        [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/transonic_buffet_ehdnn/README.md#)        |   ✅    |  ✅  |
| Computational Fluid Dynamics | [HDNN](https://doi.org/10.1016/j.ast.2022.107636)                                                                                             |          [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/move_boundary_hdnn/README.md#)          |   ✅    |  ✅  |
| Computational Fluid Dynamics | [ViT](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/airfoil/2D_steady/2D_steady.ipynb)                |          [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/airfoil/2D_steady/README.MD#)           |   ✅    |  ✅  |
| Computational Fluid Dynamics | [PeRCNN](https://www.nature.com/articles/s42256-023-00685-7)                                                                                  |                [Link](https://gitee.com/mindspore/mindscience/tree/master/MindFlow/applications/data_mechanism_fusion/PeRCNN)                 |   ✅    |  ✅  |
| Computational Fluid Dynamics | [Burgers1D](https://www.sciencedirect.com/science/article/abs/pii/S0021999118307125)                                                          |              [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/physics_driven/burgers/README.md#)              |   ✅    |  ✅  |
| Computational Fluid Dynamics | [Cylinder Flow](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/physics_driven/navier_stokes/cylinder_flow_forward/navier_stokes2D.ipynb) |           [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/physics_driven/navier_stokes/cylinder_flow_forward/README.md#)           |   ✅    |  ✅  |
| Computational Fluid Dynamics | [PDE-Net](https://arxiv.org/abs/1710.09668)                                                                                                   | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_mechanism_fusion/pde_net/README.md#) |   ✅    |  ✅  |

一键复制编辑原始数据按行查看历史

提交于 2023-08-15 13:30 . fix links

Model Library

Fields	Network	MindSpore Implementation	Ascend	GPU
General Physics	deepbsde	Link		✅
General Physics	pfnn	Link		✅
General Physics	pinns	Link		✅
Marine Physics	ocean_model	Link		✅
Electromagnetic	PINNs with Incremental Learning	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	✅	✅
Computational Biology	MEGA-Fold	Link	✅	✅
Computational Biology	MEGA-EvoGen	Link	✅	✅
Computational Biology	MEGA-Assessment	Link	✅	✅
Computational Biology	ColabDesign	Link	✅	✅
Computational Biology	DeepDR	Link	✅	✅
Computational Biology	DeepFRI	Link	✅	✅
Computational Biology	FAAST	Link	✅	✅
Computational Biology	JT-VAE	Link	✅	✅
Computational Biology	KGNN	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 Biology	SchNet	Link	✅	✅
Computational Biology	MolCT	Link	✅	✅
Computational Biology	PhysNet	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	✅	✅

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