as_sexp() allows to pass objects from Armadillo to R while as_cpp<> allows to
pass objects from R to Armadillo. I prefer to use as_mat(), as_doubles_matrix(), etc. to be clear about the
return types being used and avoid ambiguity (e.g., as in example 5 below).
To pass data to Armadillo we use:
as_Mat(doubles_matrix<>) -> Mat<double>as_Mat(integers_matrix<>) / - as_mat() -> Mat<int>as_imat(integers_matrix<>) -> imatas_umat(integers_matrix<>) -> umatas_fmat(doubles_matrix<>) -> fmatas_Col(doubles) -> Col<double> / vecas_Col(integers) / as_col() -> Col<int>as_uvec(integers) -> uvecTo pass data back to R we use:
as_doubles_matrix(mat/fmat) -> doubles_matrix<>as_integers_matrix(imat/umat) -> integers_matrix<>as_complexes_matrix(cx_mat) -> complexes_matrix<>as_doubles(vec) -> doublesas_integers(ivec/uvec) -> integersOr we can use the generic conversion cpp4r::as_sexp():
vec/ivec/uvec/fvec -> doubles/integersmat/imat/umat/fmat -> doubles_matrix<> / integers_matrix<>rowvec/irowvec/urowvec/frowvec -> doubles_matrix<> / integers_matrix<>Let’s use the following function in different ways:
vec ols_fit(const Mat<double>& X, const Col<double>& Y) {
// QR decomposition
mat Q, R;
qr_econ(Q, R, X);
// Least Squares Problem
vec betas = solve(trimatu(R), Q.t() * Y);
return betas;
}
There are at least five ways to use this function and return the results to R:
// Example 1: vec to doubles()
[[cpp4r::register]] doubles ols_traditional_(const doubles_matrix<>& x,
const doubles& y) {
mat X = as_Mat(x);
vec Y = as_Col(y);
return as_doubles(ols_fit(X, Y));
}
// Example 2: vec to doubles using as_sexp()
[[cpp4r::register]] doubles ols_simplified_(const doubles_matrix<>& x, const doubles& y) {
mat X = as_mat(x);
vec Y = as_Col(y);
return cpp4r::as_sexp(ols_fit(X, Y));
}
// Example 3: mat to doubles_matrix<> using as_sexp()
[[cpp4r::register]] doubles_matrix<> ols_simplified2_(const doubles_matrix<>& x,
const doubles& y) {
mat X = as_mat(x);
vec Y = as_Col(y);
return cpp4r::as_sexp(ols_fit(X, Y));
}
// Example 4: vec to doubles using as_sexp()
[[cpp4r::register]] doubles ols_simplified3_(const doubles_matrix<>& x,
const doubles& y) {
mat X = as_mat(x);
vec Y = as_Col(y);
return cpp4r::as_sexp(ols_fit(X, Y));
}
// Example 4: vec to doubles using as_sexp()
[[cpp4r::register]] doubles ols_simplified4_(const doubles_matrix<>& x,
const doubles& y) {
return cpp4r::as_sexp(ols_fit(as_mat(x), as_col(y)));
}
// Example 5: vec to doubles using as_sexp()
// returns doubles ignoring the doubles_matrix<> output
[[cpp4r::register]] doubles_matrix<> ols_simplified5_(const doubles_matrix<>& x,
const doubles& y) {
return cpp4r::as_sexp(ols_fit(as_mat(x), as_col(y)));
}