I want to apply Optuna's parameter tuning to infrastructure

3 min

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Hello, I'm Munou.
I'll be busy with moving and work until the end of the year for a while, so I think I'll wrap things up once I write this year's review article. This serves as a kind of idea trash can.

Optuna Hyperparameters for Infrastructure Environments

It performs automatic parameter optimization. I've tried using it since the beginning of this year, and it's very powerful. However, regarding critical messages about Bayesian optimization, it's quicker to read Gen Kuroki's materials and writings.
Nevertheless, automatic parameter tuning can output the parameters that yield the best performance for a given configuration by learning from measured values as evaluation metrics.

For providing environments where speed is required, and for the appropriate parameters of servers used even by individuals, finding the optimal solution and applying it to all too many middleware products is too harsh. Therefore, this should lead to a reduction in that burden.

Gitea Might Be Too Feature-Rich

In the end, all I need is to be able to create a repository and push to it, so I feel like I don't even need a web frontend. However, I haven't found my optimal solution yet, so I hope to think about it leisurely during the New Year's holiday.

And there are too many other things I want to do to write them all down, but let's put aside the fact that there are too many things I want to do. Actually, I wanted to collect metrics on a Hetzner server, but it seems like there might not be enough resources, and there are many other things I want to do. However, there's no point in rambling on without getting to the core, so I'll use the convenient excuse of "saving my favorite food for last" and quickly tackle some tasks.
Plus, there's a year-end party! \(^o^)/

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