xgboost/wrapper/xgboost_R.cpp
2014-08-23 15:26:08 -07:00

150 lines
5.5 KiB
C++

#include <vector>
#include <string>
#include <cstring>
#include "xgboost_wrapper.h"
#include "xgboost_R.h"
#include "../src/utils/utils.h"
#include "../src/utils/omp.h"
using namespace xgboost;
extern "C" {
void _DMatrixFinalizer(SEXP ext) {
if (R_ExternalPtrAddr(ext) == NULL) return;
XGDMatrixFree(R_ExternalPtrAddr(ext));
R_ClearExternalPtr(ext);
}
SEXP XGDMatrixCreateFromFile_R(SEXP fname, SEXP silent) {
void *handle = XGDMatrixCreateFromFile(CHAR(asChar(fname)), asInteger(silent));
SEXP ret = PROTECT(R_MakeExternalPtr(handle, R_NilValue, R_NilValue));
R_RegisterCFinalizerEx(ret, _DMatrixFinalizer, TRUE);
UNPROTECT(1);
return ret;
}
void XGDMatrixSaveBinary_R(SEXP handle, SEXP fname, SEXP silent) {
XGDMatrixSaveBinary(R_ExternalPtrAddr(handle),
CHAR(asChar(fname)), asInteger(silent));
}
void XGDMatrixSetInfo_R(SEXP handle, SEXP field, SEXP array) {
int len = length(array);
const char *name = CHAR(asChar(field));
if (!strcmp("group", name)) {
std::vector<unsigned> vec(len);
#pragma omp parallel for schedule(static)
for (int i = 0; i < len; ++i) {
vec[i] = static_cast<unsigned>(INTEGER(array)[i]);
}
XGDMatrixSetGroup(R_ExternalPtrAddr(handle), &vec[0], len);
return;
}
{
std::vector<float> vec(len);
#pragma omp parallel for schedule(static)
for (int i = 0; i < len; ++i) {
vec[i] = REAL(array)[i];
}
XGDMatrixSetFloatInfo(R_ExternalPtrAddr(handle),
CHAR(asChar(field)),
&vec[0], len);
}
}
SEXP XGDMatrixGetInfo_R(SEXP handle, SEXP field) {
size_t olen;
const float *res = XGDMatrixGetFloatInfo(R_ExternalPtrAddr(handle),
CHAR(asChar(field)), &olen);
SEXP ret = PROTECT(allocVector(REALSXP, olen));
for (size_t i = 0; i < olen; ++i) {
REAL(ret)[i] = res[i];
}
UNPROTECT(1);
return ret;
}
// functions related to booster
void _BoosterFinalizer(SEXP ext) {
if (R_ExternalPtrAddr(ext) == NULL) return;
XGBoosterFree(R_ExternalPtrAddr(ext));
R_ClearExternalPtr(ext);
}
SEXP XGBoosterCreate_R(SEXP dmats) {
int len = length(dmats);
std::vector<void*> dvec;
for (int i = 0; i < len; ++i){
dvec.push_back(R_ExternalPtrAddr(VECTOR_ELT(dmats, i)));
}
void *handle = XGBoosterCreate(&dvec[0], dvec.size());
SEXP ret = PROTECT(R_MakeExternalPtr(handle, R_NilValue, R_NilValue));
R_RegisterCFinalizerEx(ret, _BoosterFinalizer, TRUE);
UNPROTECT(1);
return ret;
}
void XGBoosterSetParam_R(SEXP handle, SEXP name, SEXP val) {
XGBoosterSetParam(R_ExternalPtrAddr(handle),
CHAR(asChar(name)),
CHAR(asChar(val)));
}
void XGBoosterUpdateOneIter_R(SEXP handle, SEXP iter, SEXP dtrain) {
XGBoosterUpdateOneIter(R_ExternalPtrAddr(handle),
asInteger(iter),
R_ExternalPtrAddr(dtrain));
}
void XGBoosterBoostOneIter_R(SEXP handle, SEXP dtrain, SEXP grad, SEXP hess) {
utils::Check(length(grad) == length(hess), "gradient and hess must have same length");
int len = length(grad);
std::vector<float> tgrad(len), thess(len);
#pragma omp parallel for schedule(static)
for (int j = 0; j < len; ++j) {
tgrad[j] = REAL(grad)[j];
thess[j] = REAL(hess)[j];
}
XGBoosterBoostOneIter(R_ExternalPtrAddr(handle),
R_ExternalPtrAddr(dtrain),
&tgrad[0], &thess[0], len);
}
SEXP XGBoosterEvalOneIter_R(SEXP handle, SEXP iter, SEXP dmats, SEXP evnames) {
utils::Check(length(dmats) == length(evnames), "dmats and evnams must have same length");
int len = length(dmats);
std::vector<void*> vec_dmats;
std::vector<std::string> vec_names;
std::vector<const char*> vec_sptr;
for (int i = 0; i < len; ++i){
vec_dmats.push_back(R_ExternalPtrAddr(VECTOR_ELT(dmats, i)));
vec_names.push_back(std::string(CHAR(asChar(VECTOR_ELT(evnames, i)))));
vec_sptr.push_back(vec_names.back().c_str());
}
return mkString(XGBoosterEvalOneIter(R_ExternalPtrAddr(handle),
asInteger(iter),
&vec_dmats[0], &vec_sptr[0], len));
}
SEXP XGBoosterPredict_R(SEXP handle, SEXP dmat, SEXP output_margin) {
size_t olen;
const float *res = XGBoosterPredict(R_ExternalPtrAddr(handle),
R_ExternalPtrAddr(dmat),
asInteger(output_margin),
&olen);
SEXP ret = PROTECT(allocVector(REALSXP, olen));
for (size_t i = 0; i < olen; ++i) {
REAL(ret)[i] = res[i];
}
UNPROTECT(1);
return ret;
}
void XGBoosterLoadModel_R(SEXP handle, SEXP fname) {
XGBoosterLoadModel(R_ExternalPtrAddr(handle), CHAR(asChar(fname)));
}
void XGBoosterSaveModel_R(SEXP handle, SEXP fname) {
XGBoosterSaveModel(R_ExternalPtrAddr(handle), CHAR(asChar(fname)));
}
void XGBoosterDumpModel_R(SEXP handle, SEXP fname, SEXP fmap) {
size_t olen;
const char **res = XGBoosterDumpModel(R_ExternalPtrAddr(handle),
CHAR(asChar(fmap)),
&olen);
FILE *fo = utils::FopenCheck(CHAR(asChar(fname)), "w");
for (size_t i = 0; i < olen; ++i) {
fprintf(fo, "booster[%lu]:\n", i);
fprintf(fo, "%s\n", res[i]);
}
fclose(fo);
}
}