[Rd] Speeding up matrix multiplies
Simon Urbanek
simon.urbanek at r-project.org
Tue Aug 24 04:03:20 CEST 2010
On Aug 23, 2010, at 7:39 PM, Radford Neal wrote:
> Regarding my previous message on speeding up matrix multiplies, I've
> realized that the size of the result matrix is not really the right
> criterion for deciding to do the computation without using the Fortran
> routine. A better criterion would be based on the ratio of the time
> for the matrix multiply to the time for the ISNAN check. So I've
> replaced my previous check by
>
> /* Faster to just do it here if the time to do the matrix multiply
> is not much greater than the time for the NA/NaN check below. */
>
> do_it_here = nrx*ncy <= 5*(nrx+ncy);
>
> In particular, all matrix x vector and vector x matrix products will
> in this version be done in the matprod routine, not the Fortran routine.
> And this is the right thing to do, since the time for the ISNAN check
> before calling the Fortan routine will be comparable to the time for
> the matrix multiply. So avoiding it will be desirable unless the Fortran
> routine is really, really faster than the C code in matprod.
>
It is, many times in fact, if you use threaded BLAS on a multi-core machine and large matrices.
> Of course, the real solution is to change the Fortran routine (which
> seems to be in src/extra/blas/blas.f, and isn't all that complicated)
Nope - it can be external and BLAS standard doesn't handle NAs.
Cheers,
Simon
> to handle NAs and NaNs as desired. Or to write a carefully optimized
> C matrix multiply routine that does the right thing. For this,
> knowing what the problem is supposed to be would help. My quick
> attempt at using the bug reporting system didn't manage to find the
> PR#4582 that is mentioned in the comment in the code, but I don't
> really know how the bug report system is supposed to work.
>
> Radford Neal
>
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