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[BUG] HDBSCAN requires joblib 1.1.0. #1

@jcfaracco

Description

@jcfaracco

Describe the bug
This is just an external bug tracking. Recently Memory() object from joblib dropped cachedir parameter. HDBSCAN is still using it. So, new versions of joblib are incompatible with HDBSCAN. There is a fix for that, but it is not in production yet.

To Reproduce
Just try to run the DASF test cases with a recent version of joblib.

Expected behavior
No errors.

Additional context
This is just a reminder to fix the hard requirement of joblib==1.1.0 when HDSCAN drops the cachedir parameter.

For further reference: scikit-learn-contrib/hdbscan#565

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