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Rcpp11
Romain François
romain@r-enthusiasts.com @romain_francois
Rcpp11
• Targets C++11
• Smaller code base (than Rcpp)
• Header only
#include <Rcpp.h>
!
// [[Rcpp::export]]
int foo(){
return 2 ;
}
Rcpp
Rcpp11
0 1 2 3 4
Less complexity -> faster compiles
!
Some examples
NumericVector constructors
// C++ uniform initialization
NumericVector x = {1.0, 2.0, 3.0} ;
!
// init with given size
NumericVector y( 2 ) ; // data is not initialized
NumericVector y( 2, 3.0 ) ; // initialize all to 3.0
!
// fuse several vectors (similar to c in R)
NumericVector z = fuse(x, y) ;
NumericVector z = fuse(x, y, 3.0) ;
create
NumericVector x = {1.0, 2.0, 3.0} ;
!
// old school NumericVector::create (Rcpp style).
NumericVector x = NumericVector::create(1.0, 2.0, 3.0) ;
NumericVector x = NumericVector::create(
_["a"] = 1.0, _["b"] = 2.0, _["c"] = 3.0
) ;
!
!// create as a free function. Rcpp11 style
NumericVector x = create(1.0, 2.0, 3.0) ;
NumericVector x = create(
_["a"] = 1.0, _["b"] = 2.0, _["c"] = 3.0
) ;
sugar
#include <Rcpp11>
!
// [[export]]
NumericVector foo( NumericVector x ){
return sqrt(exp(x)) + 1.0 ;
}
!
/*** R
foo( c(1,2,3) )
# [1] 2.648721 3.718282 5.481689
*/
sapply + lambda
sapply + lambda
#include <Rcpp11>
!
// [[export]]
NumericVector foo( NumericVector x ){
return sapply(x, [](double d){
return exp(d * 2) ;
});
}
x <- 1:3
sapply( x, function(d){
exp(d*2) ;
})
sapply + lambda + …
#include <Rcpp11>
!
// [[export]]
NumericVector foo( NumericVector x ){
auto fun = [](double d, double y, double z){
return exp(d * y) + z ;
} ;
return sapply(x, fun, 3.0, 4.6);
}
x <- 1:3
sapply( x, function(d, y, z){
exp(d*y) + z ;
}, 3.0, 4.6 )
Rcpp11 release cycle
• Available from CRAN:
!
• Evolves quickly. Get it from github
!
• Next Release: 3.1.1 (same time as R 3.1.1)
> install.packages( "Rcpp11" )
> install_github( "Rcpp11/Rcpp11" )
attributes companion package
• Standalone impl of Rcpp attributes
[[Rcpp::export]], sourceCpp, compileAttributes
!
• Only available from github:
> install_github( "Rcpp11/attributes" )
Use Rcpp11 in your package
• Write your .cpp files
#include <Rcpp11>
!
// [[export]]
void foo( … ) { … } // your code
SystemRequirements: C++11
LinkingTo: Rcpp11
library(attributes)
compileAttributes( "mypkg" )
• Express dep on C++11 and Rcpp11 headers
• Generate the boiler plate
Romain François
romain@r-enthusiasts.com @romain_francois
Questions ?

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Rcpp11 useR2014

  • 2. Rcpp11 • Targets C++11 • Smaller code base (than Rcpp) • Header only
  • 3.
  • 4. #include <Rcpp.h> ! // [[Rcpp::export]] int foo(){ return 2 ; } Rcpp Rcpp11 0 1 2 3 4 Less complexity -> faster compiles
  • 6. NumericVector constructors // C++ uniform initialization NumericVector x = {1.0, 2.0, 3.0} ; ! // init with given size NumericVector y( 2 ) ; // data is not initialized NumericVector y( 2, 3.0 ) ; // initialize all to 3.0 ! // fuse several vectors (similar to c in R) NumericVector z = fuse(x, y) ; NumericVector z = fuse(x, y, 3.0) ;
  • 7. create NumericVector x = {1.0, 2.0, 3.0} ; ! // old school NumericVector::create (Rcpp style). NumericVector x = NumericVector::create(1.0, 2.0, 3.0) ; NumericVector x = NumericVector::create( _["a"] = 1.0, _["b"] = 2.0, _["c"] = 3.0 ) ; ! !// create as a free function. Rcpp11 style NumericVector x = create(1.0, 2.0, 3.0) ; NumericVector x = create( _["a"] = 1.0, _["b"] = 2.0, _["c"] = 3.0 ) ;
  • 8. sugar #include <Rcpp11> ! // [[export]] NumericVector foo( NumericVector x ){ return sqrt(exp(x)) + 1.0 ; } ! /*** R foo( c(1,2,3) ) # [1] 2.648721 3.718282 5.481689 */
  • 10. sapply + lambda #include <Rcpp11> ! // [[export]] NumericVector foo( NumericVector x ){ return sapply(x, [](double d){ return exp(d * 2) ; }); } x <- 1:3 sapply( x, function(d){ exp(d*2) ; })
  • 11. sapply + lambda + … #include <Rcpp11> ! // [[export]] NumericVector foo( NumericVector x ){ auto fun = [](double d, double y, double z){ return exp(d * y) + z ; } ; return sapply(x, fun, 3.0, 4.6); } x <- 1:3 sapply( x, function(d, y, z){ exp(d*y) + z ; }, 3.0, 4.6 )
  • 12. Rcpp11 release cycle • Available from CRAN: ! • Evolves quickly. Get it from github ! • Next Release: 3.1.1 (same time as R 3.1.1) > install.packages( "Rcpp11" ) > install_github( "Rcpp11/Rcpp11" )
  • 13. attributes companion package • Standalone impl of Rcpp attributes [[Rcpp::export]], sourceCpp, compileAttributes ! • Only available from github: > install_github( "Rcpp11/attributes" )
  • 14. Use Rcpp11 in your package • Write your .cpp files #include <Rcpp11> ! // [[export]] void foo( … ) { … } // your code SystemRequirements: C++11 LinkingTo: Rcpp11 library(attributes) compileAttributes( "mypkg" ) • Express dep on C++11 and Rcpp11 headers • Generate the boiler plate