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BatchNormsync with Adam Optimizer about drn HOT 5 OPEN

tarun005 avatar tarun005 commented on June 8, 2024
BatchNormsync with Adam Optimizer

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d-li14 avatar d-li14 commented on June 8, 2024

@tarun005 Have you tested with SGD optimizer? Does it drive the training process to convergence?

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tarun005 avatar tarun005 commented on June 8, 2024

Yes, the model converges with SGD, but same model does not if I replace SGD with adam.

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d-li14 avatar d-li14 commented on June 8, 2024

@tarun005 Although I suppose that BN should be irrelevant to the optimization method, when I used the syncbn by just adding the folder lib to $PATH, I met an error saying 'segmentation fault'. What's your usage?

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tarun005 avatar tarun005 commented on June 8, 2024

Agree that BN shouldn't be relevant to optimization method, but I have read somewhere that Adam requires global statistics at every iteration, so the implementation of BNsync given here could be an issue.

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jakubLangr avatar jakubLangr commented on June 8, 2024

Hi were either of you @tarun005 @d-li14 be able to upload the models to e.g. dropbox as they don't seem to be accessible on the Princeton site. That'd be awesome!

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