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Baptiste asked on StackOverflow about letting users supply C++ functions for use with Armadillo / RcppArmadillo. This posts helps with an extended answer. There is nothing specific about Armadillo here, this would the same way with Eigen, the GSL or any other library a user wants to support (and provides his or her own as<>()
and wrap()
converters which we already have for Armadillo, Eigen and the GSL).
To set the stage, let us consider two simple functions of a vector
// [[Rcpp::depends(RcppArmadillo)]] #include <RcppArmadillo.h> using namespace arma; using namespace Rcpp; vec fun1_cpp(const vec& x) { // a first function vec y = x + x; return (y); } vec fun2_cpp(const vec& x) { // and a second function vec y = 10*x; return (y); }
These are pretty boring and standard functions, and we could simple switch between them via if/else statements. Where it gets interesting is via the SEXP
wrapping offered by XPtr
below.
But before we get there, let us do this one step at a time.
This typdef is important and just says that funcPtr
will take a const reference to a vec and return a vector – just like our two functions above
typedef vec (*funcPtr)(const vec& x);
The following function takes a string argument, picks a function and returns it wrapped as an external pointer SEXP
. We could return this to R as well.
// [[Rcpp::export]] XPtr<funcPtr> putFunPtrInXPtr(std::string fstr) { if (fstr == "fun1") return(XPtr<funcPtr>(new funcPtr(&fun1_cpp))); else if (fstr == "fun2") return(XPtr<funcPtr>(new funcPtr(&fun2_cpp))); else return XPtr<funcPtr>(R_NilValue); // runtime error as NULL no XPtr }
A simple test of this function follows. First a function using it:
// [[Rcpp::export]] vec callViaString(const vec x, std::string funname) { XPtr<funcPtr> xpfun = putFunPtrInXPtr(funname); funcPtr fun = *xpfun; vec y = fun(x); return (y); }
And then a call, showing access to both functions:
callViaString(1:3, "fun1") [,1] [1,] 2 [2,] 4 [3,] 6 callViaString(1:3, "fun2") [,1] [1,] 10 [2,] 20 [3,] 30
But more interestingly, we can also receive a function pointer via the SEXP
wrapping:
fun <- putFunPtrInXPtr("fun1")
And use it in this function which no longer switches:
// [[Rcpp::export]] vec callViaXPtr(const vec x, SEXP xpsexp) { XPtr<funcPtr> xpfun(xpsexp); funcPtr fun = *xpfun; vec y = fun(x); return (y); }
As seen here:
callViaXPtr(1:4, fun) [,1] [1,] 2 [2,] 4 [3,] 6 [4,] 8
This is a reasonably powerful and generic framework offered by Rcpp and sitting on top of R’s external pointers.
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