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Discuss on the reproducibility #15

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baileytrang opened this issue Nov 20, 2022 · 0 comments
Open

Discuss on the reproducibility #15

baileytrang opened this issue Nov 20, 2022 · 0 comments

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@baileytrang
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baileytrang commented Nov 20, 2022

Hi authors,

I am trying to reproduce the results of your method and the baselines.
It looks good since the results I got are very close to your reported ones, in multiple random seeds.

However, my observations are:

  • With the same random seed and same GPU, different runs will give different losses, valid results, and test results (around 1-2%)
  • With the same GPU and trained model, testing in different times will give different results sometimes.
  • Easy to see that the problems above will happen when we use different GPUs too.
    (different GPUs but the same GPU model and configurations)

Personally, I think this issue did occur from the baseline's implementation...

Could you please guide me on how to fix this issue?

Thank you in advance!

@baileytrang baileytrang changed the title Discuss about the reproducibility Discuss on the reproducibility Nov 20, 2022
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