I am new to C++ but I am working with R and RcppArmadillo and my goal is to divide element-wise 2 sparse matrices. I have read in the documentation of Armadillo that the operator is /
but when I source my code with sourceCpp
I am getting this error:
no match for 'operator/' (operand types are 'arma::sp_mat' {aka 'arma::SpMat'} and 'arma::sp_mat' {aka 'arma::SpMat'})
I have write a small example of code. Please note that when I remove the division function from the script, the multiplication function works fine.
// [[Rcpp::depends(RcppArmadillo)]]
#include <RcppArmadillo.h>
using namespace Rcpp;
//' Sparse Matrix element-wise multiplication
//'
//' @param X sp_mat
// [[Rcpp::export]]
arma::sp_mat sp_mat_mul(arma::sp_mat X){
arma::sp_mat Y = X % X;
return Y;
}
//' Sparse Matrix element-wise division
//'
//' @param X sp_mat
// [[Rcpp::export]]
arma::sp_mat sp_mat_div(arma::sp_mat X){
arma::sp_mat Y = X / X;
return Y;
}
Thank you for your time, I really appreciate it!
Use transform/foreach to calculate the inverse then multiply.
//' Sparse Matrix element-wise division
//'
//' @param X sp_mat
// [[Rcpp::export]]
arma::sp_mat sp_mat_div(arma::sp_mat X){
arma::sp_mat x_inverse(X);
x_inverse.transform([](double val) {return (1.0/val);});
arma::sp_mat Y = X % x_inverse;
return Y;
}
R:
i <- c(1,3:8)
j <- c(2,9,6:10)
x <- 7 * (1:7)
A <- sparseMatrix(i, j, x = x)
sp_mat_div(A)
[1,] . 1 . . . . . . . .
[2,] . . . . . . . . . .
[3,] . . . . . . . . 1 .
[4,] . . . . . 1 . . . .
[5,] . . . . . . 1 . . .
[6,] . . . . . . . 1 . .
[7,] . . . . . . . . 1 .
[8,] . . . . . . . . . 1
As an aside, are you sure this operation makes sense?
You are ignoring all the zeroes in the matrix (since it is sparse), and if this were a non-sparse matrix, you'd be dividing by zero a lot.