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Hey There, I Am A New User Of Clearml And Really Enjoying It So Far! I Noticed That My Model Checkpoints Are Saved After Each Epoch. Instead I Would Like To Only Save The Best And Last Model Checkpoint. Is That Possible? I Could Not Find Something Regardi


Depending on the framework you're using it'll just hook into the save model operation. Every time you save a model, which will probably happen every epoch for some subset of the training. If you want to do it with the existing framework you could change the checkpoint so that it only clones the best model in memory and saves the write operation for last. The risk with this is if the training crashes, you'll lose your best model.

Optionally, you could also disable the ClearML integration with your framework and manually specify when to sync everything to the server.

I'm still a bit new to the platform, I'd love to hear from others if there's another solution.

  
  
Posted one year ago
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one year ago
one year ago