>From my understanding, Julia being row major, it makes little sense to split 
>your arrays vertically.

If your algorithm makes use of a complete row instead of a complete column, 
you'd better either implement an alternative row-major array object or (far far 
more simply), work with the transpose of your data (as a real in-memory 
transpose, not as a view).

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