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Re: How is Octave Faster than Fortran?


From: Przemek Klosowski
Subject: Re: How is Octave Faster than Fortran?
Date: Mon, 30 Sep 2019 14:42:57 -0400
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On 9/30/19 1:01 PM, evansste wrote:
Normally, Fortran is leaps and bounds faster than Octave.  However, I've
noticed that when performing similar matrix manipulations with Fortran's
"spread" function, compared to Octave's "repmat" function, Octave runs about
twice as fast as my compiled Fortran version of the program.  Is anyone able
to give an explanation as to why that is?  Is there something that I need to
be doing in order to increase Fortran's performance?

The slow part of Octave is the interpreter going over your .m code and dispatching the Octave built-in primitive operations. Once Octave is running those primitive operations, it is as fast as possible.

When you write Fortran by hand, you may end up being slower than Octave low level primitives: for instance, because the data layout in Fortran may be less cache-friendly.



First, here's my simple Fortran program:

program block
     double precision, parameter, dimension(1000,500) :: A = reshape([ ...
],[1000,500])
     logical, dimension(:,:,:), allocatable :: blockL
     integer, dimension(2) :: Adim

     Adim = shape(A)
     blockL = spread(A,3,Adim(1))==spread(transpose(A),1,Adim(1))

end program block


Now here's my corresponding program, written in Octave:

A = [ ... ];  % This is the same "A" that was used in Fortran
Adim1 = size(A,1);
blockL = repmat(A,[1 1 Adim1])==repmat(permute(A,[3 2 1]),[Adim1 1 1]);


Once compiled, the Fortran program takes about fifteen seconds to run.  The
Octave program takes about eight.

If I modify the Octave program by getting rid of "repmat" altogether
(something I don't think can be done with Fortran),

A = [ ... ];  % This is the same "A" that was used in Fortran
Adim1 = size(A,1);
blockL = A==permute(A,[3 2 1]);


the Octave program only takes 1.5 seconds to complete.  That's ten times
faster than my compiled Fortran program!

Shouldn't a compiled program always be faster than an interpreted one?  Any
ideas on what I may be doing wrong, or how I could speed up my Fortran
program?

The only reason I've started converting my Octave programs to Fortran, is to
speed them up.  What is Octave doing that my Fortran program isn't?

Thanks so much for your time and attention.  I appreciate any guidance that
anyone is able, or willing, to provide.



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