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Could you share the pretrained model for imagenet? #17

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xztema0207 opened this issue Sep 14, 2020 · 4 comments
Closed

Could you share the pretrained model for imagenet? #17

xztema0207 opened this issue Sep 14, 2020 · 4 comments

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@xztema0207
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I hope to research your proposal, SWGA for imagenet.
Could you share the pretrained model for imagenet?

@wjmaddox
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Hi,

We used pre-trained models, which can be downloaded from https://pytorch.org/docs/stable/torchvision/models.html following our code.

However, we haven't published the SWAG checkpoints at the end of training due to their size --- @timgaripov might be able to provide them if he still has them.

@Haijunlv
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Haijunlv commented Oct 11, 2020

@wjmaddox could you release the training scripts for imagenet? like lr config, ..
so that we can repulicate the result in the paper

@Haijunlv
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Haijunlv commented Oct 11, 2020

using python experiments/imagenet/run_swag_imagenet.py
--batch_size=256
--pretrained
--parallel
--epochs=10
--save_freq=10
--eval_freq=1
--swa
--swa_start=0
--swa_lr=0.001
--swa_freq=4
can republicate the result

@wjmaddox
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That sounds about right given the hyper-parameters in Appendix H of https://arxiv.org/pdf/1902.02476.pdf

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3 participants