ministry-of-silly-code / experiment_buddy

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Introduce Orion backend #122

Closed d3sm0 closed 2 years ago

d3sm0 commented 2 years ago

Orion is a hyperpameter serach which encompass many algorithms. It relies on a database to store for each experiment the latest set of parameters. We use the git hash for each experiment to connect the hyperpameter experiment with the plotting platform and the code.

By default we use pickle db stored in the scratch of slurm, so that it can be accessed at a later stage.

One open issue not addressed here is the argument parser. At the moment the user needs to implement its own parsing. We might need to coordinate with Orion devs to solve this issue.