Please file an issue. I don't think sparse cor() is implemented and is 
falling back to the dense implementation.

-viral

On Monday, July 28, 2014 1:41:55 PM UTC+5:30, paul analyst wrote:
>
> Correlation sparse array is very slow. Out of memory on a dense array when 
> we have 30,000 columns. How quickly it calculated?
>
> julia> I=int32((rand(10^7)*9999999).+1);
>
> julia> J=int32((rand(10^7)*29999).+1);
>
> julia> V=int8((rand(10^7)*9).+1);
>
> julia> D=sparse(I,J,V);
>
> julia> @time cor(D[:,1:30]);
> elapsed time: 23.806328476 seconds (2458875228 bytes allocated, 0.14% gc 
> time)
>
> julia> @time cor(full(D[:,1:30]));
> elapsed time: 4.494099126 seconds (2732042496 bytes allocated, 5.31% gc 
> time)
>
> julia>
>
> Paul
>

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