[R-pkg-devel] using portable simd instructions
Tomas Kalibera
tom@@@k@||ber@ @end|ng |rom gm@||@com
Tue Mar 26 15:51:45 CET 2024
On 3/26/24 10:53, jesse koops wrote:
> Hello R-package-devel,
>
> I recently got inspired by the rcppsimdjson package to try out simd
> registers. It works fantastic on my computer but I struggle to find
> information on how to make it portable. It doesn't help in this case
> that R and Rcpp make including Cpp code so easy that I have never had
> to learn about cmake and compiler flags. I would appreciate any help,
> including of the type: "go read instructions at ...".
>
> I use RcppArmadillo and Rcpp. I currenlty include the following header:
>
> #include <immintrin.h>
>
> The functions in immintrin that I use are:
>
> _mm256_loadu_pd
> _mm256_set1_pd
> _mm256_mul_pd
> _mm256_fmadd_pd
> _mm256_storeu_pd
>
> and I define up to four __m256d registers. From information found
> online (not sure where anymore) I constructed the following makevars
> file:
>
> CXX_STD = CXX14
>
> PKG_CPPFLAGS = -I../inst/include -mfma -msse4.2 -mavx
>
> PKG_CXXFLAGS = $(SHLIB_OPENMP_CXXFLAGS)
> PKG_LIBS = $(SHLIB_OPENMP_CXXFLAGS) $(LAPACK_LIBS) $(BLAS_LIBS) $(FLIBS)
>
> (I also use openmp, that has always worked fine, I just included all
> lines for completeness) Rcheck gives me two notes:
>
> ─ using R version 4.3.2 (2023-10-31 ucrt)
> ─ using platform: x86_64-w64-mingw32 (64-bit)
> ─ R was compiled by
> gcc.exe (GCC) 12.3.0
> GNU Fortran (GCC) 12.3.0
>
> ❯ checking compilation flags used ... NOTE
> Compilation used the following non-portable flag(s):
> '-mavx' '-mfma' '-msse4.2'
>
> ❯ checking C++ specification ... NOTE
> Specified C++14: please drop specification unless essential
>
> But as far as I understand, the flags are necessary, at least in GCC.
> How can I make this portable and CRAN-acceptable?
I think it the best way for portability is to use a higher-level library
that already has done the low-level business of maintaining multiple
versions of the code (with multiple instruction sets) and choosing one
appropriate for the current CPU. It could be say LAPACK, BLAS, openmp,
depending of the problem at hand. In some cases, code can be rewritten
so that the compiler can vectorize it better, using the level of
vectorized instructions that have been enabled.
Unconditionally using GCC-specific or architecture-specific options in
packages would certainly not be portable. Even on Windows, R is now used
also with clang and on aarch64, so one should not assume a concrete
compiler and architecture.
Please note also that GCC on Windows has a bug due to which AVX2
instructions cannot be used reliably - the compiler doesn't always
properly align local variables on the stack when emitting these. See
[1,2] for more information.
Best
Tomas
[1] https://stat.ethz.ch/pipermail/r-sig-windows/2024q1/000113.html
[2] https://gcc.gnu.org/bugzilla/show_bug.cgi?id=54412
>
> kind regards,
> Jesse
>
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