#include #include #include "../helpers.h" #include "../../../src/gbm/gbtree.h" namespace xgboost { TEST(GBTree, SelectTreeMethod) { using Arg = std::pair; size_t constexpr kRows = 10; size_t constexpr kCols = 10; auto p_shared_ptr_dmat = CreateDMatrix(kRows, kCols, 0); auto p_dmat {(*p_shared_ptr_dmat).get()}; GenericParameter generic_param; generic_param.InitAllowUnknown(std::vector{Arg("n_gpus", "0")}); std::unique_ptr p_gbm{ GradientBooster::Create("gbtree", &generic_param, {}, 0)}; auto& gbtree = dynamic_cast (*p_gbm); // Test if `tree_method` can be set std::string n_feat = std::to_string(kCols); std::map args {Arg{"tree_method", "approx"}, Arg{"num_feature", n_feat}}; gbtree.Configure({args.cbegin(), args.cend()}); gbtree.ConfigureWithKnownData(args, p_dmat); auto const& tparam = gbtree.GetTrainParam(); gbtree.ConfigureWithKnownData({Arg{"tree_method", "approx"}, Arg{"num_feature", n_feat}}, p_dmat); ASSERT_EQ(tparam.updater_seq, "grow_histmaker,prune"); gbtree.ConfigureWithKnownData({Arg("tree_method", "exact"), Arg("num_feature", n_feat)}, p_dmat); ASSERT_EQ(tparam.updater_seq, "grow_colmaker,prune"); gbtree.ConfigureWithKnownData({Arg("tree_method", "hist"), Arg("num_feature", n_feat)}, p_dmat); ASSERT_EQ(tparam.updater_seq, "grow_quantile_histmaker"); ASSERT_EQ(tparam.predictor, "cpu_predictor"); gbtree.ConfigureWithKnownData({Arg{"booster", "dart"}, Arg{"tree_method", "hist"}, Arg{"num_feature", n_feat}}, p_dmat); ASSERT_EQ(tparam.updater_seq, "grow_quantile_histmaker"); #ifdef XGBOOST_USE_CUDA generic_param.InitAllowUnknown(std::vector{Arg{"n_gpus", "1"}}); gbtree.ConfigureWithKnownData({Arg("tree_method", "gpu_exact"), Arg("num_feature", n_feat)}, p_dmat); ASSERT_EQ(tparam.updater_seq, "grow_gpu,prune"); ASSERT_EQ(tparam.predictor, "gpu_predictor"); gbtree.ConfigureWithKnownData({Arg("tree_method", "gpu_hist"), Arg("num_feature", n_feat)}, p_dmat); ASSERT_EQ(tparam.updater_seq, "grow_gpu_hist"); ASSERT_EQ(tparam.predictor, "gpu_predictor"); gbtree.ConfigureWithKnownData({Arg{"booster", "dart"}, Arg{"tree_method", "gpu_hist"}, Arg{"num_feature", n_feat}}, p_dmat); ASSERT_EQ(tparam.updater_seq, "grow_gpu_hist"); #endif delete p_shared_ptr_dmat; } } // namespace xgboost