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[dask] Convert dask bags to arrays more efficiently

Merged Amir MOHAMMADI requested to merge dask-bag-to-array into master

Most inefficiencies were coming from that fact that we were creating a dask array with each sample as a separate chunk.

Edited by Amir MOHAMMADI

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