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Hyper-Parameter Tuning Support

This series of docs will describe the basics of hyper-parameter support within spock. spock tries to be as hands-off as possible with the underlying backends that support hyper-parameter tuning and only provide a common and simplified interface to define hyper-parameter tuning runs. The rest is left up to the user to define and handle, thus to not handcuff the user into too simplified functionality.

All examples can be found here.

Installing#

Install spock with the extra hyper-parameter tuning related dependencies. Requires Python 3.7+ due to ax-platform

pip install spock-config[tune]

Supported Backends#