Numerical Tools for 'Rcpp' and Lambda Functions.
Introduction
fntl
is an R package to facilitate Rcpp programming. It provides a C++ API for routinely used numerical tools such as integration, root-finding, and optimization, where function arguments are given as lambdas. This enables the development of R-like code in C++ where functions can be defined on the fly and use variables in the surrounding environment.
See the included vignette for a more in-depth discussion of the package and an API guide.
Installation
The fntl
package may be installed directly from Github using a standard R command like the following.
devtools::install_github("andrewraim/fntl", ref = "v0.1.0")
Here, v0.1.0
represents a tagged release; replace it with a later version if one exists.
Getting Started
The following example computes the integral
$$ B(a,b) = \int_0^1 x^{a-1} (1-x)^{b-1} dx. $$
Create the file example.cpp
with the following contents.
// [[Rcpp::depends(fntl)]]
#include "fntl.h"
// [[Rcpp::export]]
Rcpp::List example(double a, double b)
{
fntl::dfd f = [&](double x) {
return std::pow(x, a - 1) * std::pow(1 - x, b - 1);
};
auto out = fntl::integrate(f, 0, 1);
return Rcpp::wrap(out);
}
The example
function may be called through R as follows.
Rcpp::sourceCpp("example.cpp")
example(2, 3)