PathologyDataScience / glimr

A simplified wrapper for hyperparameter search with Ray Tune.
Apache License 2.0
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Investigate conditional search spaces #22

Closed cooperlab closed 1 year ago

cooperlab commented 1 year ago

See if conditional search spaces are compatible with PBT and ASHA schedulers.

They are not compatible with most search algorithms, but search algorithms are not currently working anyway.

lawrence-chillrud commented 1 year ago

A Ray Tune docs page that may prove helpful with this.

cooperlab commented 1 year ago

This is addressed by @RaminNateghi in the new MIL model wrappers.

We found that conditional spaces have pretty broad support. The tricky part is when using PBT, you have to exclude conditional variables from your mutation list. The new glimr.util functions handle this exclusion.