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lmcinnes avatar lmcinnes commented on May 12, 2024 1

This seems to be related to how Numba handles things. Hopefully there is a reasonable work-around. It will take some time to figure out the right way to handle this.

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lmcinnes avatar lmcinnes commented on May 12, 2024

Potentially I have a fix here. Hopefully this works... I won't have time to test it for a while as I'm travelling very soon.

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wmayner avatar wmayner commented on May 12, 2024

Thanks a lot, I'll give it a try!

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adilosa avatar adilosa commented on May 12, 2024

Thanks! This patch seems to work but only for the sparse case. To handle the dense case I changed renumbaify_tree to the following, which seems to fix the issue:

def renumbaify_tree(tree):
    if tree.hyperplanes[0].ndim == 1:
        hyperplanes = numba.typed.List.empty_list(dense_hyperplane_type)
    else:
        hyperplanes = numba.typed.List.empty_list(sparse_hyperplane_type)
    ....

With this change I'm able to serialize a UMAP instance using joblib, and load it back.

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jpambrun avatar jpambrun commented on May 12, 2024

@adilosa's snippet also got me unstuck.

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