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The setting of hyperparameters to get the best performance

Open A-zhudong opened this issue 3 years ago • 2 comments

Hi Tian: I have tried to reproduce your result like "MAE_model = 0.039" using your dataset.

The best MAE’s we achieved with Eq. 4 and Eq. 5 are 0.136 eV/atom and 0.039 eV/atom

But it is hard to set the hyperparameters correctly. Could you please share your settings of hypermeters?

Thank you and looking forward to your reply.

A-zhudong avatar Aug 20 '21 07:08 A-zhudong

I think you probably need to have many more epochs. The default number of epochs is 30 which is too small. Try setting --epochs to 1000 and see if it improves your performance.

txie-93 avatar Aug 20 '21 16:08 txie-93

I think you probably need to have many more epochs. The default number of epochs is 30 which is too small. Try setting --epochs to 1000 and see if it improves your performance.

Thank you for your reply. The MAE decreased a lot. 感谢

A-zhudong avatar Aug 31 '21 13:08 A-zhudong