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Update: This actually does not seem to have been a problem with #1449. We can keep using
sklearn
clone.Will close once it is confirmed that we can fix #1449 without.
This PR adds a
clone
method toBaseObject
, which extendssklearn
clone to deal with dynamic tags properly.This is one potential way to address the issue in #1449, in which behaviour controlling tags inside grid/random search estimators are not cloned properly, and lead to unexpected error messages when multivariate forecasters are cloned.
As a proof-of-concept, the
sklearn
clone
-s in the tuning module are also replaced by the newBaseObject.clone
.An added advantage is our new ability to modify the behaviour of
clone
in theBaseObject
, in a modular fashion.