Comments (2)
I didn't test gradient accumulation for max_epoch based training (=fine-tuning), unlike max_step setting (=pre-training) I've set max_step manually in the max_epoch setting.
Going over the code again, I suspect this line https://github.com/dandelin/ViLT/blob/master/vilt/modules/vilt_utils.py#L247 could be the source of the degradation.
If I'm guessing it right, the gradient accumulation in current fine-tuning will follow wrong, condensed learning rate schedule.
Please delete the line and try again.
Plus, Can you report lr summary in the tensorboard log?
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@dandelin Thank you for your advice and time. I happened to find that I made some mistakes during the dataset preparation. The code and paper provide sufficient information. Now, I can achieve the same VQAv2 test-dev result as the paper.
Thank you again for your patient help. I will close this issue.
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