To muddy the water in this now somewhat confusing email thread: 
devectorizing/avoiding memory allocation isn't always a win:

http://stackoverflow.com/questions/25412323/how-can-i-do-a-bitwise-or-reduction-along-an-axis-of-a-boolean-array-in-julia/25414595#25414595



On Tuesday, August 26, 2014 4:12:49 PM UTC-4, [email protected] wrote:
>
> >I'm a little surprised that you have found the performance implications 
> unconvincing in discussions where the OGs advocate devectorization.
>
> A 10x speed-up on a 10 ms calculation is generally considered 
> unconvincing. An unknown gain on an unprofiled code for an undefined 
> context is definitely unconvincing, especially if the vectorized form is 
> widely clearer. 
>
> I'm not talking about this specific case for which I find explicit loops 
> at least as clear. But I, too, sometimes find the devectorization advice 
> not convincing. But fortunately, this is usually for small scripts, not for 
> actual Julia libs.
>
>

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