Lightning-AI/pytorch-lightning

Refactor LearningRateMonitor

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#17,613 opened on 2023年5月11日

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 (2 comments) (0 reactions) (0 assignees)Python (3,233 forks)batch import
callback: lr monitorfeaturehelp wantedrefactor

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説明

Outline & Motivation

  • self.last_momentum_values does not seem needed, but I may be overlooking something.
  • Instead of returning the name with -momentum suffix when logging betas, just log it with -beta suffix.
  • If logging betas, log all of them. The name could therefore be -beta0, -beta1 in the case of Adam.
  • Change the current logging names, e.g., lr-Adam to optimizer-Adam-lr and lr-Adam-momentum to optimizer-Adam-momentum (it doesn't have momentum this is just for demonstration, it would actually be optimizer-Adam-beta0, optimizer-Adam-beta1).
  • remove the log_momentum argument as it can be inferred automatically.

Pitch

Happy to open a PR with these changes.

Additional context

No response

cc @borda @justusschock @awaelchli

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