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tinghuiz avatar tinghuiz commented on May 18, 2024

Cool! Thanks for pointing it out. I think you are right that the weight decay is not applied properly here. Have you tried playing with various weight decay values in your implementation?

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tinghuiz avatar tinghuiz commented on May 18, 2024

Btw, would you like me to include a pointer to your pytorch implementation in the README? I think it would be helpful for people who prefer pytorch to find it.

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ClementPinard avatar ClementPinard commented on May 18, 2024

I'm still not able to reach your score with my implementation. The weird thing is that when I set a smooth loss of 0.5, everything goes to 0 pretty quickly and never come back. I have a similar output pattern than your hyper parameters when I select a smooth loss of 0.1 and convergence is nice, but results are still not as good as yours. I testes different values of weight decay, without much success for the moment, the search is still ongoing :)

And for the pointer, that would be super cool, thanks ! As code is still moving, I'd be happy to have people test it and try some hyperparameters to see what converges best :)

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tinghuiz avatar tinghuiz commented on May 18, 2024

Cool. Just added a pointer. I would love to be posted on your re-implementation effort as well :)

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ClementPinard avatar ClementPinard commented on May 18, 2024

Done !

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yzcjtr avatar yzcjtr commented on May 18, 2024

@ClementPinard About the weight decay configuration, I experimented a bit and found no big difference. A weight regularizer more than 1e-4 deteriorates the performance, while smaller choices give no improvement.

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tinghuiz avatar tinghuiz commented on May 18, 2024

@yzcjtr , thanks for sharing your finding!

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