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you may try with dpa-1 (with attention layers) https://github.com/deepmodeling/deepmd-kit/blob/r2/examples/water/se_atten/input.json |
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apart from the mentioned model architectures, you may follow the doc https://docs.deepmodeling.com/projects/deepmd/en/r2/troubleshooting/precision.html#why-does-a-model-have-low-precision to improve the accuracy of the model |
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I have built the dp model by the code of dpgen, then collecting the data for a long training (7000000), while the energy and force RMSE are 60 meV/atom and 350 meV/A.
So, if i want to improve this dp model and decrease the RMSE, which training parameters should be adjusted ?
Thank you very much!
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