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[FEATURE] Add tensorboard support #834

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VukW opened this issue Mar 26, 2024 · 5 comments
Open

[FEATURE] Add tensorboard support #834

VukW opened this issue Mar 26, 2024 · 5 comments
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enhancement New feature or request

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@VukW
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VukW commented Mar 26, 2024

Is your feature request related to a problem? Please describe.

Tensorboard allows to monitor training in a handy way - user-friendly web UI shows loss / metrics / confusion matrix plots in realtime.

Describe the solution you'd like

Actually, for Tensorboard integration we need just to write training logs in a standard Tensorboard format. Having that, user can run a local tensorboard UI pointing to these logs.

Describe alternatives you've considered

Another possible option is to implement integration with wandb, that is even more handy for experiments tracking / training monitoring. The only disadvantage is wandb is cloud-based, that may not be appropriate for most of researchers in health industry...

Additional context

(tensorboard local web UI, screenshot from google)
image

@VukW VukW added the enhancement New feature or request label Mar 26, 2024
@sarthakpati
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This would be fantastic! Another alternative I would propose would be tensorboardX. Unfortunately, cloud-based solutions (wandb, neptune, ...) are not going to be a good solution because of the exactly reason you mention.

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