xgboost/src/objective/objective.cc
Jiaming Yuan cce4af4acf
Initial support for quantile loss. (#8750)
- Add support for Python.
- Add objective.
2023-02-16 02:30:18 +08:00

60 lines
1.7 KiB
C++

/*!
* Copyright 2015-2022 by Contributors
* \file objective.cc
* \brief Registry of all objective functions.
*/
#include <dmlc/registry.h>
#include <xgboost/context.h>
#include <xgboost/objective.h>
#include <sstream>
#include "xgboost/host_device_vector.h"
namespace dmlc {
DMLC_REGISTRY_ENABLE(::xgboost::ObjFunctionReg);
} // namespace dmlc
namespace xgboost {
// implement factory functions
ObjFunction* ObjFunction::Create(const std::string& name, Context const* ctx) {
auto *e = ::dmlc::Registry< ::xgboost::ObjFunctionReg>::Get()->Find(name);
if (e == nullptr) {
std::stringstream ss;
for (const auto& entry : ::dmlc::Registry< ::xgboost::ObjFunctionReg>::List()) {
ss << "Objective candidate: " << entry->name << "\n";
}
LOG(FATAL) << "Unknown objective function: `" << name << "`\n"
<< ss.str();
}
auto pobj = (e->body)();
pobj->ctx_ = ctx;
return pobj;
}
void ObjFunction::InitEstimation(MetaInfo const&, linalg::Tensor<float, 1>* base_score) const {
CHECK(base_score);
base_score->Reshape(1);
(*base_score)(0) = DefaultBaseScore();
}
} // namespace xgboost
namespace xgboost {
namespace obj {
// List of files that will be force linked in static links.
#ifdef XGBOOST_USE_CUDA
DMLC_REGISTRY_LINK_TAG(regression_obj_gpu);
DMLC_REGISTRY_LINK_TAG(quantile_obj_gpu);
DMLC_REGISTRY_LINK_TAG(hinge_obj_gpu);
DMLC_REGISTRY_LINK_TAG(multiclass_obj_gpu);
DMLC_REGISTRY_LINK_TAG(rank_obj_gpu);
#else
DMLC_REGISTRY_LINK_TAG(regression_obj);
DMLC_REGISTRY_LINK_TAG(quantile_obj);
DMLC_REGISTRY_LINK_TAG(hinge_obj);
DMLC_REGISTRY_LINK_TAG(multiclass_obj);
DMLC_REGISTRY_LINK_TAG(rank_obj);
#endif // XGBOOST_USE_CUDA
} // namespace obj
} // namespace xgboost