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md17 dataset support #9898

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xufliu opened this issue Dec 27, 2024 · 0 comments
Open

md17 dataset support #9898

xufliu opened this issue Dec 27, 2024 · 0 comments
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@xufliu
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xufliu commented Dec 27, 2024

🚀 The feature, motivation and pitch

I am currently using SchNet and DimeNet++. These two methods perform well on the QM9 dataset. However, when I try to train them on the MD17 dataset, I encounter two issues:

  1. There is no way to calculate the gradient from Energy to Pos, making it impossible to compute Force, which is a crucial feature.

  2. The results obtained by training with only the L1 loss on energy are suboptimal, even after performing a grid search. Typically, the training process should include the L1 loss on Force as well.

Could you please provide a script for training SchNet or DimeNet++ on the MD17 dataset or share pre-trained weights?

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@xufliu xufliu added the feature label Dec 27, 2024
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