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Upon further investigation, it just umap-learn (due to its dependnecy numba) that does not support Python 3.12. numba/numba#9197
Additionally, numpy >= 1.26 is required, which drops compatibility with Python 3.8, which necessitates the same on our side.
Python 3.12 is now released. Once all the dependencies are updated, we will add support.
With the addition of 3.12, we will drop Python 3.8.
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