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Add Checkpointing Support #462

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Pale-Blue-Dot-97 opened this issue Mar 26, 2024 · 0 comments
Open

Add Checkpointing Support #462

Pale-Blue-Dot-97 opened this issue Mar 26, 2024 · 0 comments
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efficiency Code is slow or inefficient enhancement New feature or request

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@Pale-Blue-Dot-97
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Is your feature request related to a problem? Please describe.
minerva support for checkpointing an experiment is somewhat patchy. Presently, models can be saved at the end of an experiment, or are cached periodically when using early stopping but there is no dedicated checkpoint support. This would allow users to reload experiments that have stopped for whatever reason (e.g. pre-emption/ timeout on SLURM or an error) and resume where they left off.

Describe the solution you'd like
torch already has support for this. It just needs to be implemented into minerva at the appropriate places (most likely in trainer or tasks).

Describe alternatives you've considered
hydra has some plugins for this and SLURM message handling but hydra is not yet implemented into minerva.

@Pale-Blue-Dot-97 Pale-Blue-Dot-97 added enhancement New feature or request efficiency Code is slow or inefficient labels Mar 26, 2024
@Pale-Blue-Dot-97 Pale-Blue-Dot-97 self-assigned this Mar 26, 2024
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Labels
efficiency Code is slow or inefficient enhancement New feature or request
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