implementing apply function in Rcpp

问题

I have been trying to implement apply function in Rcpp so far the code looks like this

//[[Rcpp::export]]
NumericVector apply(NumericMatrix x,int dim,Function f){
  NumericVector output;
  if(dim==1){
   for(int i=0;i<x.nrow();i++){
     output[i]=f(x(i,_));
   }    
  }
  else if(dim==2){
   for(int i=0;i<x.ncol();i++){
     output[i]=f(x(_,i));
   }
  }
  return(output);
}

but i'm getting an error "cannot convert SEXP to double in assignment" in line 6 and 11. Is there any way to convert the value returned by an arbitrary function to double? also is there a sugar function for the apply function.

回答1:

There is no sugar function for apply. The easiest way of doing what you want is to call as<double>, i.e.:

output[i]=as<double>(f(x(i,_)));

You could also embed this in a type that would call as for you, something like:

template <typename T>
class F {
public: 
  F( SEXP f_) : f(f_){}

  inline T operator()(NumericVector x){
    return as<T>(f(x)) ;  
  }

private:
  Function f ;
} ;

so that you could do:

// [[Rcpp::export]]
NumericVector apply_cpp(NumericMatrix x,int dim,F<double> f){
  if(dim==1){
    NumericVector output(x.nrow());
    for(int i=0;i<x.nrow();i++){
      output[i]=f(x(i,_));
    } 
    return output ;
  }
  else {
    NumericVector output(x.ncol());

    for(int i=0;i<x.ncol();i++){
      output[i]=f(x(_,i));
    }  
    return output ;
  }
}

The F template from above assumes that the function takes a NumericVector and returns something that can be converted to a double. You could also embed type information about both inputs and outputs. Something like this (expressed in C++11):

template <typename T, typename... Args>
class F {
public: 
  F( SEXP f_) : f(f_){}

  inline T operator()(Args... args){
    return as<T>(f(args...)) ;  
  }

private:
  Function f ;
} ;

Then the signature would become:

// [[Rcpp::export]]
NumericVector apply_cpp(NumericMatrix x,int dim,F<double,NumericVector> f){

回答2:

The answers are, in order, "yes" and "yes", and you may want to read the "Rcpp Introduction" which contains the following lapply() example:

R> src <- '
+   Rcpp::List input(data);
+   Rcpp::Function f(fun);
+   Rcpp::List output(input.size());
+   std::transform(input.begin(), input.end(), output.begin(), f);
+   output.names() = input.names();
+   return output;
+   '
R> cpp_lapply <- cxxfunction(signature(data = "list", fun = "function"),
+    src, plugin = "Rcpp")

This was written for inline rather than Rcpp Attributes because that is how we rolled back in the day. We have more apply-alike functions in other examples and unit tests...

You have not specified what arguments your function f() takes and returns which makes fixing your question a little trickier.

来源：https://stackoverflow.com/questions/23630538/implementing-apply-function-in-rcpp

标签

c++

rcpp

syntactic-sugar