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[Opt] Implement batching for integrated optimizers #225

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eddiebergman opened this issue Jan 22, 2024 · 0 comments
Open

[Opt] Implement batching for integrated optimizers #225

eddiebergman opened this issue Jan 22, 2024 · 0 comments
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optimization Something which would improve performance

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@eddiebergman
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PR #224 implements a parameter to ask() which allows optimizers to suggest trials in a batch manner. Currently the implementations just do this with a sequential call, i.e. calling ask() on itself n times.

I think SMAC might have some batching protocol and NEP's file locking mechanism is definitely slower when it needs to lock n times for no good reason. As for Optuna, I have no idea but would need some investigation.
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@eddiebergman