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Okay, I found my problem. It was a mistake from my part, I am sorry for the issue.
I was using the pytorch ligthning + hydra template to construct my code and I used hydra to change the progress bar which was default set to rich to tqdm, however, I did this wrong and thus I was still using the rich progress bar on the server. This one does not provide intermediate step updates.

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@snknitin
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Answer selected by Cing2
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