[Rcpp-devel] Wrapping uBlas Matrices into Rcpp Matrices
On Mon, Jun 6, 2011 at 6:55 AM, Romain Francois
<romain at r-enthusiasts.com> wrote:
Le 02/06/11 14:43, Cedric Ginestet a ?crit :
Hi again,
I have tried to do the same for Matrices. Here my naive attempt:
////////////////////////////////////////////////////////////////
template <typename T>
Rcpp::Matrix< Rcpp::traits::r_sexptype_traits<T>::rtype >
ublas2rcpp( const matrix<T>& x ){
return Rcpp::Matrix< Rcpp::traits::r_sexptype_traits<T>::rtype >(
x.begin(), x.end()
);
}
//////////////////////////////////////////////////////////////
Obviously that doesn't work, and I get the following error message:
templatedFunction.h:63:5: error: ?const class
boost::numeric::ublas::matrix<int>? has no member named ?begin?
templatedFunction.h:63:5: error: ?const class
boost::numeric::ublas::matrix<int>? has no member named ?end?
I suppose that I either need to 'vectorized' the matrices or to run
through both set of row and column indices. What is the best way to do so?
Best wishes,
Cedric
Again untested, but you might like this constructor from Rcpp::Matrix:
? ? ? ?template <typename Iterator>
? ? ? ?Matrix( const int& nrows_, const int& ncols, Iterator start ) :
? ? ? ? ? ?VECTOR( start, start + (nrows_*ncols) ),
? ? ? ? ? ?nrows(nrows_)
? ? ? ?{
? ? ? ? ? ? ? ?VECTOR::attr( "dim" ) = Dimension( nrows, ncols ) ;
? ? ? ?}
So you'd use it something like this:
template <typename T>
Rcpp::Matrix< Rcpp::traits::r_sexptype_traits<T>::rtype >
ublas2rcpp( const matrix<T>& x ){
? ?return Rcpp::Matrix< Rcpp::traits::r_sexptype_traits<T>::rtype >(
? ? ? ?x.size1(), x.size2(), x.begin1()
? ?);
}
This is untested by guessing what would do the functions found in the
documentation of uBlas:
http://www.boost.org/doc/libs/1_42_0/libs/numeric/ublas/doc/matrix.htm
I haven't looked much at the dense matrix structures in ublas but the sparse matrix templated classes have many arguments with default values. The contents can be represented in different types of vector structures for which the default is the ublas::unbounded_array<T> structure. However, you can use a std::vector<T> instead - they just feel that their unbounded_array template, which is slightly less general than a std::vector template, will be more efficient. So the first step is either to wrap the different ublas vector structures or to use typedef's to specialize the matrix templates to use column major dense representations with storage through std::vector objects.
Romain
On 01/06/11 14:14, Romain Francois wrote:
Le 01/06/11 14:28, Cedric Ginestet a ?crit :
Dear Romain,
Thank you very much for your help. I tried what you suggested by
including the following templated function in templatedFunction.h, as
follows:
template <typename T>
Rcpp::Vector< Rcpp::traits::r_sexptype_traits<T>::rtype >
ublas2rcpp( const vector<T>& x ){
return Rcpp::Vector< r_sexptype_traits<T>::rtype >(
x.begin(), x.end()
) ;
}
In addition, I have tested the function using in subgraph.cpp:
Rcpp::Vector<int> xY = ublas2rcpp(Y);
And I got the following error messages:
templatedFunction.h: In function
?Rcpp::Vector<Rcpp::traits::r_sexptype_traits<T>::rtype>
ublas2rcpp(const boost::numeric::ublas::vector<T>&)?:
templatedFunction.h:50:26: error: ?r_sexptype_traits? was not declared
in this scope
templatedFunction.h:50:45: error: template argument 1 is invalid
subgraph.cpp: In function ?SEXPREC* cxx_Mask2Graph(SEXPREC*, SEXPREC*,
SEXPREC*, SEXPREC*)?:
subgraph.cpp:32:19: error: type/value mismatch at argument 1 in template
parameter list for ?template<int RTYPE> class Rcpp::Vector?
subgraph.cpp:32:19: error: expected a constant of type ?int?, got ?int?
subgraph.cpp:32:24: error: invalid type in declaration before ?=? token
subgraph.cpp:32:38: error: invalid conversion from ?SEXPREC*? to ?int?
subgraph.cpp:34:8: error: invalid conversion from ?int? to ?SEXPREC*?
...
Sure. This was a typo/thinko: go with something like this :
template <typename T>
Rcpp::Vector< Rcpp::traits::r_sexptype_traits<T>::rtype >
ublas2rcpp( const vector<T>& x ){
return Rcpp::Vector< Rcpp::traits::r_sexptype_traits<T>::rtype >(
x.begin(), x.end()
) ;
}
and Rcpp::Vector<int> makes no sense, you probably want IntegerVector,
or (the same class):
Rcpp::Vector< r_sexptype_traits<int>::rtype >
Rcpp::Vector is templated by the SEXP type.
Also, as an aside, I was wondering what I should use instead of push_back for Rcpp Vectors. Do I necessarily have to specify the size of the vector before I assign its elements to specific values?
That is much better yes. ublas probably gives a way to access the size of the vector.
Thanks a lot, Cedric On 01/06/11 11:44, Romain Francois wrote:
Hi,
I've not used uBlas, but what you are trying to do is quite similar to
what we do in RcppArmadillo.
You can probably manage to guess the output type from the input type,
so you only have to parameterise your template on the input type.
something like (untested) :
template <typename T>
Rcpp::Vector< Rcpp::traits::r_sexptype_traits<T>::rtype >
ublas2rcpp( const vector<T>& x ){
return Rcpp::Vector< r_sexptype_traits<T>::rtype >(
x.begin(), x.end()
) ;
}
This way you don't have to specify template parameter when you call
ublas2rcpp because the compiler is smart enough.
Nicer than this would be to implement wrap and as for ublas vectors,
the way to go is documented in the Rcpp-extended vignettes, with
examples implementations in RcppArmadillo and RcppGSL.
As a side note, you don't want to use push_back on Rcpp types, because
it creates a new vector each time, so this is HUGE memory waste.
Now, this could get much smarter as ublas has vector expressions,
similar to armadillo, so I suppose someone could write something like
RcppUBlas with nice goodies. This is not me, at least not now ;-)
Romain
Le 01/06/11 12:24, Cedric Ginestet a ?crit :
Dear Rcpp experts,
I have started to use the uBlas library, and I am trying to ensure
that
I can pass from uBlas vectors to Rcpp vectors relatively easily. So
far,
I have tried the following templated function:
///////////////////////////////////////////////////////////////////////
using namespace Rcpp;
using namespace boost::numeric::ublas;
template <class T1, class T2>
T1 ublas2rcpp(T2& uVec){
T1 rcppVec;
for(int i=0; i<uVec.size(); ++i) rcppVec.push_back(uVec(i));
return rcppVec;
}//ublas2rcpp.
////////
SEXP foo(vector<int> &y){
...
IntegerVector rcppY=ublas2rcpp<IntegerVector,vector<int> >(y);
....
return rcppY;
}
///////////////////////////////////////////////////////////////////////
I have got two questions:
a. This templated function doesn't work. It compiles fine, but hangs
when I try to run it in R. What do you think is faulty in the codes
above?
b. Is there a better way to wrap uBlas vectors into Rcpp ones? Is that
something that you are planning to implement (or have already
implemented) within the Rcpp suite?
Thank you very much for your help,