Is there a way to pass a data.table
objects to c++ functions using Rcpp
and/or RcppArmadillo
without manually transforming to data.table
to a data.frame
? In the example below test_rcpp(X2)
and test_arma(X2)
both fail with c++ exception (unknown reason)
.
R code
X=data.frame(c(1:100),c(1:100))
X2=data.table(X)
test_rcpp(X)
test_rcpp(X2)
test_arma(X)
test_arma(X2)
c++ functions
NumericMatrix test_rcpp(NumericMatrix X) {
return(X);
}
mat test_arma(mat X) {
return(X);
}
Building on top of other answers, here is some example code:
#include <Rcpp.h>
using namespace Rcpp ;
// [[Rcpp::export]]
double do_stuff_with_a_data_table(DataFrame df){
CharacterVector x = df["x"] ;
NumericVector y = df["y"] ;
IntegerVector z = df["v"] ;
/* do whatever with x, y, v */
double res = sum(y) ;
return res ;
}
So, as Matthew says, this treats the data.table
as a data.frame
(aka a Rcpp::DataFrame
in Rcpp
).
require(data.table)
DT <- data.table(
x=rep(c("a","b","c"),each=3),
y=c(1,3,6),
v=1:9)
do_stuff_with_a_data_table( DT )
# [1] 30
This completely ignores the internals of the data.table
.
Try passing the data.table
as a DataFrame
rather than NumericMatrix
. It is a data.frame
anyway, with the same structure, so you shouldn't need to convert it.
Rcpp sits on top of native R types encoded as SEXP. This includes eg data.frame
or matrix
.
data.table
is not native, it is an add-on. So someone who wants this (you?) has to write a converter, or provide funding for someone else to write one.
For reference, I think the good thing is to output a list from rcpp
as data.table
allow update via lists.
Here is a dummy example:
cCode <-
'
DataFrame DT(DTi);
NumericVector x = DT["x"];
int N = x.size();
LogicalVector b(N);
NumericVector d(N);
for(int i=0; i<N; i++){
b[i] = x[i]<=4;
d[i] = x[i]+1.;
}
return Rcpp::List::create(Rcpp::Named("b") = b, Rcpp::Named("d") = d);
';
require("data.table");
require("rcpp");
require("inline");
DT <- data.table(x=1:9,y=sample(letters,9)) #declare a data.table
modDataTable <- cxxfunction(signature(DTi="data.frame"), plugin="Rcpp", body=cCode)
DT_add <- modDataTable(DT) #here we get the list
DT[, names(DT_add):=DT_add] #here we update by reference the data.table
来源:https://stackoverflow.com/questions/13773529/passing-a-data-table-to-c-functions-using-rcpp-and-or-rcpparmadillo