[Rcpp-devel] Sparse matrices with RcppArmadillo
Romain Francois
romain at r-enthusiasts.com
Sat Dec 8 19:17:33 CET 2012
That looks very similar, if not identical to what dgCMatrix uses. Can
you direct me to a constructor where I could feed such information ?
Romain
Le 08/12/12 17:35, c s a écrit :
> Armadillo sparse matrices are stored in Compressed Sparse Column format:
>
> http://en.wikipedia.org/wiki/Sparse_matrix#Compressed_sparse_column_.28CSC_or_CCS.29
>
> This layout is used by a majority of external solvers.
>
> It would be far more efficient to take this layout into account when
> copying matrices, instead of blindly (and slowly) copying element by
> element.
>
>
> On Sunday, December 9, 2012, Romain Francois <romain at r-enthusiasts.com
> <mailto:romain at r-enthusiasts.com>> wrote:
> > Le 08/12/12 09:45, Søren Højsgaard a écrit :
> >>
> >> Dear all,
> >>
> >> I want to use a matrix (of type "dgCMatrix" from the Matrix package)
> in RcppArmadillo, so I do:
> >>
> >> library(inline)
> >> src <- '
> >> using namespace arma;
> >> using namespace Rcpp;
> >> SpMat<double> X = as<SpMat<double> >(XX_);
> >> '
> >> foo <- cxxfunction(signature(XX_=""), body=src, plugin="RcppArmadillo")
> >>
> >> - but this fails. It seems to me (browsing the web) that SpMat are
> supported, but I might be wrong here. I have no indication that
> dgCMatrix matrices can be "converted" to SpMat's. I know that I can work
> with dgCMatrix matrices with RcppEigen, but what I need is to extract
> submatrices and that is very easy to do with RcppArmadillo.
> >>
> >> Any thoughts? Thanks in advance.
> >> Regards
> >> Søren
> >
> > Doug might know better about the internals of Matrix types. This is
> just following the recipee from how these are handled in RcppEigen:
> >
> > #include <RcppArmadillo.h>
> > // [[Rcpp::depends(RcppArmadillo)]]
> > using namespace Rcpp ;
> >
> > // [[Rcpp::export]]
> > void convert(S4 mat){
> > IntegerVector dims = mat.slot( "Dim" ) ;
> > IntegerVector i = mat.slot( "i" ) ;
> > IntegerVector p = mat.slot( "p" ) ;
> > NumericVector x = mat.slot( "x" ) ;
> >
> > int nrow = dims[0], ncol = dims[1] ;
> > arma::sp_mat res( nrow, ncol) ;
> > for(int j = 0; j < ncol; ++j) {
> > for (int k = p[j]; k < p[j + 1]; ++k) res( i[k], j ) = x[k];
> > }
> > std::cout << res << std::endl ;
> >
> > }
> >
> >
> > /*** R
> > require(Matrix)
> > i <- c(1,3:8); j <- c(2,9,6:10); x <- 7 * (1:7)
> > ( A <- sparseMatrix(i, j, x = x) )
> >
> > convert(A)
> > ***/
> >
> > I don't think there is a better way to fill multiple values ina
> SpMat, maybe Conrad has insights.
> >
> > Romain
> >
> > --
> > Romain Francois
> > Professional R Enthusiast
> > +33(0) 6 28 91 30 30
> >
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> >
> > blog: http://romainfrancois.blog.free.fr
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> >
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--
Romain Francois
Professional R Enthusiast
+33(0) 6 28 91 30 30
R Graph Gallery: http://gallery.r-enthusiasts.com
blog: http://romainfrancois.blog.free.fr
|- http://bit.ly/RE6sYH : OOP with Rcpp modules
`- http://bit.ly/Thw7IK : Rcpp modules more flexible
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