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Control SyneTune logging verbosity #564

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610v4nn1 opened this issue Feb 21, 2023 · 2 comments
Closed

Control SyneTune logging verbosity #564

610v4nn1 opened this issue Feb 21, 2023 · 2 comments

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@610v4nn1
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Is your feature request related to a problem? Please describe.
When using Renate with SyneTune the logs are cluttered with a large number of less-important information.
I did not find a way to control that such that only a minimal amount of information is logged (allowing users to focus on more important aspects logged by other libraries used in the training). If a solution already exists, it would be great to highlight it in the documentation.

Describe the solution you'd like
I would like to be able to log a minimal amount of information from Syne Tune.
I can provide a list of the the information I would like to log if needed.

Describe alternatives you've considered
Renate is currently bypassing the Syne Tune logging in favor of its own

@mseeger
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mseeger commented Feb 21, 2023

You can specify the logging level, even for certain modules. You can also switch off status reporting (the big table).
One example for how to change the log level is in:
https://github.com/awslabs/syne-tune/blob/main/benchmarking/commons/hpo_main_common.py#L134

@mseeger
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mseeger commented Mar 4, 2023

If you want to get information out of Syne Tune during an experiment, we have a callback which is quite powerful. See example here:
https://syne-tune.readthedocs.io/en/latest/faq.html#how-do-i-append-additional-information-to-the-results-which-are-stored

@mseeger mseeger closed this as completed Mar 4, 2023
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