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Hi, I'M Using Huggingface Trainer, Is There A Way To Capture Grad_Norm Per Layer? Thanks!

hi, I'm using huggingface trainer, is there a way to capture grad_norm per layer? Thanks!

  
  
Posted 23 days ago
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Answers 5


Hi PanickyBee11
You mean this is not automatically logged? do you have a callback that logs it in HF?

  
  
Posted 22 days ago

. I wonder if I can extend this to reporting grad_norm per layer.

oh that makes sense, technically I assume so, is this a HF logger option? notice ClearML is already integrated with HF on the HF side, do they report that when TB logger is used?

  
  
Posted 22 days ago

I guess they don’t, is there an easy way to add to the HF trainer some callbacks for reporting extra info?

  
  
Posted 22 days ago

Yes inherit either:
None
which inherits
None

  
  
Posted 21 days ago

I mean that HF trainer by default reports to clearml a single grad_norm scalar for the whole model. I wonder if I can extend this to reporting grad_norm per layer.

  
  
Posted 22 days ago
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23 days ago
21 days ago
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