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Extended Weights and Biases Logging (Improvement) #20

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LabChameleon opened this issue Nov 26, 2023 · 0 comments
Open

Extended Weights and Biases Logging (Improvement) #20

LabChameleon opened this issue Nov 26, 2023 · 0 comments

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@LabChameleon
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LabChameleon commented Nov 26, 2023

Hi!

I think the Weights and Biases logging in the sweepers could be improved. During my work with the DEHB sweepers, I found the following extensions useful:

  1. Allowing to specify the Weights and Biases group and job type. This way one can have a group with the optimization having the job_type e.g. 'search'. Then all the evaluation runs of the found incumbent could be located in the same group with job_type e.g. 'eval'. This makes the whole setup cleaner if running multiple optimizations in the same Weights and Biases project.
  2. Sometimes my optimizations crash for various cluster hiccups. In these cases, it is useful to specify the Weights and Biases id of the crashed search and allow resuming them.

Consider the following PR for both improvements: #22

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