[R] Accept CSR data for predictions (#7615)

This commit is contained in:
david-cortes
2022-01-29 18:54:57 +02:00
committed by GitHub
parent 549bd419bb
commit 7f738e7f6f
8 changed files with 93 additions and 7 deletions

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@@ -38,6 +38,7 @@ extern SEXP XGBoosterSetParam_R(SEXP, SEXP, SEXP);
extern SEXP XGBoosterUpdateOneIter_R(SEXP, SEXP, SEXP);
extern SEXP XGCheckNullPtr_R(SEXP);
extern SEXP XGDMatrixCreateFromCSC_R(SEXP, SEXP, SEXP, SEXP, SEXP);
extern SEXP XGDMatrixCreateFromCSR_R(SEXP, SEXP, SEXP, SEXP, SEXP);
extern SEXP XGDMatrixCreateFromFile_R(SEXP, SEXP);
extern SEXP XGDMatrixCreateFromMat_R(SEXP, SEXP, SEXP);
extern SEXP XGDMatrixGetInfo_R(SEXP, SEXP);
@@ -73,6 +74,7 @@ static const R_CallMethodDef CallEntries[] = {
{"XGBoosterUpdateOneIter_R", (DL_FUNC) &XGBoosterUpdateOneIter_R, 3},
{"XGCheckNullPtr_R", (DL_FUNC) &XGCheckNullPtr_R, 1},
{"XGDMatrixCreateFromCSC_R", (DL_FUNC) &XGDMatrixCreateFromCSC_R, 5},
{"XGDMatrixCreateFromCSR_R", (DL_FUNC) &XGDMatrixCreateFromCSR_R, 5},
{"XGDMatrixCreateFromFile_R", (DL_FUNC) &XGDMatrixCreateFromFile_R, 2},
{"XGDMatrixCreateFromMat_R", (DL_FUNC) &XGDMatrixCreateFromMat_R, 3},
{"XGDMatrixGetInfo_R", (DL_FUNC) &XGDMatrixGetInfo_R, 2},

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@@ -164,6 +164,39 @@ XGB_DLL SEXP XGDMatrixCreateFromCSC_R(SEXP indptr, SEXP indices, SEXP data,
return ret;
}
XGB_DLL SEXP XGDMatrixCreateFromCSR_R(SEXP indptr, SEXP indices, SEXP data,
SEXP num_col, SEXP n_threads) {
SEXP ret;
R_API_BEGIN();
const int *p_indptr = INTEGER(indptr);
const int *p_indices = INTEGER(indices);
const double *p_data = REAL(data);
size_t nindptr = static_cast<size_t>(length(indptr));
size_t ndata = static_cast<size_t>(length(data));
size_t ncol = static_cast<size_t>(INTEGER(num_col)[0]);
std::vector<size_t> row_ptr_(nindptr);
std::vector<unsigned> indices_(ndata);
std::vector<float> data_(ndata);
for (size_t i = 0; i < nindptr; ++i) {
row_ptr_[i] = static_cast<size_t>(p_indptr[i]);
}
int32_t threads = xgboost::common::OmpGetNumThreads(asInteger(n_threads));
xgboost::common::ParallelFor(ndata, threads, [&](xgboost::omp_ulong i) {
indices_[i] = static_cast<unsigned>(p_indices[i]);
data_[i] = static_cast<float>(p_data[i]);
});
DMatrixHandle handle;
CHECK_CALL(XGDMatrixCreateFromCSREx(BeginPtr(row_ptr_), BeginPtr(indices_),
BeginPtr(data_), nindptr, ndata,
ncol, &handle));
ret = PROTECT(R_MakeExternalPtr(handle, R_NilValue, R_NilValue));
R_RegisterCFinalizerEx(ret, _DMatrixFinalizer, TRUE);
R_API_END();
UNPROTECT(1);
return ret;
}
XGB_DLL SEXP XGDMatrixSliceDMatrix_R(SEXP handle, SEXP idxset) {
SEXP ret;
R_API_BEGIN();

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@@ -65,6 +65,18 @@ XGB_DLL SEXP XGDMatrixCreateFromMat_R(SEXP mat,
XGB_DLL SEXP XGDMatrixCreateFromCSC_R(SEXP indptr, SEXP indices, SEXP data, SEXP num_row,
SEXP n_threads);
/*!
* \brief create a matrix content from CSR format
* \param indptr pointer to row headers
* \param indices column indices
* \param data content of the data
* \param num_col numer of columns (when it's set to 0, then guess from data)
* \param n_threads Number of threads used to construct DMatrix from csr matrix.
* \return created dmatrix
*/
XGB_DLL SEXP XGDMatrixCreateFromCSR_R(SEXP indptr, SEXP indices, SEXP data, SEXP num_col,
SEXP n_threads);
/*!
* \brief create a new dmatrix from sliced content of existing matrix
* \param handle instance of data matrix to be sliced