xgboost/tests/cpp/objective/test_ranking_obj.cc
2023-04-18 21:16:06 +08:00

84 lines
3.0 KiB
C++

// Copyright by Contributors
#include <xgboost/context.h>
#include <xgboost/json.h>
#include <xgboost/objective.h>
#include "../helpers.h"
namespace xgboost {
TEST(Objective, DeclareUnifiedTest(PairwiseRankingGPair)) {
std::vector<std::pair<std::string, std::string>> args;
xgboost::Context ctx = xgboost::CreateEmptyGenericParam(GPUIDX);
std::unique_ptr<xgboost::ObjFunction> obj{xgboost::ObjFunction::Create("rank:pairwise", &ctx)};
obj->Configure(args);
CheckConfigReload(obj, "rank:pairwise");
// Test with setting sample weight to second query group
CheckRankingObjFunction(obj,
{0, 0.1f, 0, 0.1f},
{0, 1, 0, 1},
{2.0f, 0.0f},
{0, 2, 4},
{1.9f, -1.9f, 0.0f, 0.0f},
{1.995f, 1.995f, 0.0f, 0.0f});
CheckRankingObjFunction(obj,
{0, 0.1f, 0, 0.1f},
{0, 1, 0, 1},
{1.0f, 1.0f},
{0, 2, 4},
{0.95f, -0.95f, 0.95f, -0.95f},
{0.9975f, 0.9975f, 0.9975f, 0.9975f});
ASSERT_NO_THROW(obj->DefaultEvalMetric());
}
TEST(Objective, DeclareUnifiedTest(PairwiseRankingGPairSameLabels)) {
std::vector<std::pair<std::string, std::string>> args;
xgboost::Context ctx = xgboost::CreateEmptyGenericParam(GPUIDX);
std::unique_ptr<ObjFunction> obj{ObjFunction::Create("rank:pairwise", &ctx)};
obj->Configure(args);
// No computation of gradient/hessian, as there is no diversity in labels
CheckRankingObjFunction(obj,
{0, 0.1f, 0, 0.1f},
{1, 1, 1, 1},
{2.0f, 0.0f},
{0, 2, 4},
{0.0f, 0.0f, 0.0f, 0.0f},
{0.0f, 0.0f, 0.0f, 0.0f});
ASSERT_NO_THROW(obj->DefaultEvalMetric());
}
TEST(Objective, DeclareUnifiedTest(MAPRankingGPair)) {
std::vector<std::pair<std::string, std::string>> args;
xgboost::Context ctx = xgboost::CreateEmptyGenericParam(GPUIDX);
std::unique_ptr<xgboost::ObjFunction> obj{xgboost::ObjFunction::Create("rank:map", &ctx)};
obj->Configure(args);
CheckConfigReload(obj, "rank:map");
// Test with setting sample weight to second query group
CheckRankingObjFunction(obj,
{0, 0.1f, 0, 0.1f},
{0, 1, 0, 1},
{2.0f, 0.0f},
{0, 2, 4},
{0.95f, -0.95f, 0.0f, 0.0f},
{0.9975f, 0.9975f, 0.0f, 0.0f});
CheckRankingObjFunction(obj,
{0, 0.1f, 0, 0.1f},
{0, 1, 0, 1},
{1.0f, 1.0f},
{0, 2, 4},
{0.475f, -0.475f, 0.475f, -0.475f},
{0.4988f, 0.4988f, 0.4988f, 0.4988f});
ASSERT_NO_THROW(obj->DefaultEvalMetric());
}
} // namespace xgboost