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option to set energy reference #72

Merged
merged 2 commits into from
Nov 6, 2024
Merged

option to set energy reference #72

merged 2 commits into from
Nov 6, 2024

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skasamatsu
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Providing a reference for the energy can help training when with ignored species. For example, when working with LiCoO2 with Li vacancies, CoO2 part can be ignored in training the on-lattice model. In this case, DFT energies for the situation where Li is fully depleted is finite. On the other hand, the machine learning on-lattice model will see zero atoms in the system and will be unable to return a finite value (some machine learning potential codes such as nequip/aenet provide possibility of learning an energy reference, but aenet does not). The new option in this pull request enables setting of the reference energy by the user.

@skasamatsu skasamatsu requested a review from yomichi November 5, 2024 22:03
@yomichi yomichi merged commit 3277cdd into develop Nov 6, 2024
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2 participants