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[Feature Request] Ensemble of optimizers #94

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ljleb opened this issue Jun 13, 2023 · 1 comment
Open

[Feature Request] Ensemble of optimizers #94

ljleb opened this issue Jun 13, 2023 · 1 comment
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feature New feature or request

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@ljleb
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ljleb commented Jun 13, 2023

Could the extension use multiple optimizers at the same time instead of averaging the results of the scorers? You could have 1 optimizer per payload, or 1 optimizer per image, or an arbitrary number of optimizers maybe?

There needs to be a way of conciliating the optimizer predictions before merging a model I think.

I am not sure this is a good idea, but I wanted to suggest it in case it could enhance the quality of merges.

@ljleb ljleb changed the title Ensemble of optimizers [Feature Request] Ensemble of optimizers Jun 14, 2023
@WhiteWipe
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Hyperband could be used to conciliate the optimizer predictions. Run multiple optimizers in parallel continuously feeding the results to each other. At every n steps cut the number of optimizers in half, but double the payload number. Simple, but it should work.

@s1dlx s1dlx added the feature New feature or request label Jul 21, 2023
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