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PET & Alchemical-model produce different results with same random seed #211

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HannaTuerk opened this issue May 28, 2024 · 1 comment
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Alchemical Model Alchemical model experimental architecture PET PET experimental architecture Priority: Medium Important issues to address after high priority.

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@HannaTuerk
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Hi,
@M-R-Schaefer and I trained metatensor-models for PET and Alchemical-models with the same random seed on different machines.

PET: it produced different models (performance similar but RMSE of the energy differs around 0.3 eV ). Rerunning a training from the same machine also produces different models.
My pet version (pulled 28.5.2024, with CUDA_DETERMINISTIC: True the training differences are at around 10**-7 for some energy traiininigs. (I did 2 trainings with same random seeds produce the same training (only 2 epochs to test)).

Alchemical-models: It produces the same result on the same machine, but on different machines with the same random seed the output is not reproducible (resulting models are different).

We also tried soap-bpnn and gap, for both the trainings were reproducible for different runs on the same and on different machines (+Moritz and my laptop).

@frostedoyster
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Thank you! We'll be working on it

@Luthaf Luthaf added Alchemical Model Alchemical model experimental architecture PET PET experimental architecture labels May 28, 2024
@PicoCentauri PicoCentauri added the Priority: Medium Important issues to address after high priority. label Jun 3, 2024
@frostedoyster frostedoyster self-assigned this Jun 3, 2024
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Labels
Alchemical Model Alchemical model experimental architecture PET PET experimental architecture Priority: Medium Important issues to address after high priority.
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