google-research / sam

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Unable to Reproduce cfar10 experiment results

Lewington-pitsos opened this issue · comments

I cloned the repo and installed requirements on the tensorflow-gpu docker image.

I made no changes other than to add a new dataset.

I ran the command:

python3 -m sam.sam_jax.train --dataset cifar10 --model_name WideResnet28x10 
--output_dir /tmp/my_experiment --image_level_augmentations autoaugment

(1stpass folder)

And then re-ran it again just to be sure, but the error and loss scores I am getting are orders of magnitude worse than what was reported in the paper.

Possibly I've made some error, but I can't see what it could possibly be.

You can check out my results here: https://tensorboard.dev/experiment/vhlr4NRkSqSevdfqIVvIjg/#scalars

@Lewington-pitsos were you able to fix these issues. I'm struggling with similar problem #6

Could I ask how to solve it?

Thank you!