#include #include "../../../../src/tree/driver.h" #include "../../../../src/tree/gpu_hist/expand_entry.cuh" namespace xgboost { namespace tree { TEST(GpuHist, DriverDepthWise) { Driver driver(TrainParam::kDepthWise); EXPECT_TRUE(driver.Pop().empty()); DeviceSplitCandidate split; split.loss_chg = 1.0f; GPUExpandEntry root(0, 0, split, .0f, .0f, .0f); driver.Push({root}); EXPECT_EQ(driver.Pop().front().nid, 0); driver.Push({GPUExpandEntry{1, 1, split, .0f, .0f, .0f}}); driver.Push({GPUExpandEntry{2, 1, split, .0f, .0f, .0f}}); driver.Push({GPUExpandEntry{3, 2, split, .0f, .0f, .0f}}); // Should return entries from level 1 auto res = driver.Pop(); EXPECT_EQ(res.size(), 2); for (auto &e : res) { EXPECT_EQ(e.depth, 1); } res = driver.Pop(); EXPECT_EQ(res[0].depth, 2); EXPECT_TRUE(driver.Pop().empty()); } TEST(GpuHist, DriverLossGuided) { DeviceSplitCandidate high_gain; high_gain.loss_chg = 5.0f; DeviceSplitCandidate low_gain; low_gain.loss_chg = 1.0f; Driver driver(TrainParam::kLossGuide); EXPECT_TRUE(driver.Pop().empty()); GPUExpandEntry root(0, 0, high_gain, .0f, .0f, .0f); driver.Push({root}); EXPECT_EQ(driver.Pop().front().nid, 0); // Select high gain first driver.Push({GPUExpandEntry{1, 1, low_gain, .0f, .0f, .0f}}); driver.Push({GPUExpandEntry{2, 2, high_gain, .0f, .0f, .0f}}); auto res = driver.Pop(); EXPECT_EQ(res.size(), 1); EXPECT_EQ(res[0].nid, 2); res = driver.Pop(); EXPECT_EQ(res.size(), 1); EXPECT_EQ(res[0].nid, 1); // If equal gain, use nid driver.Push({GPUExpandEntry{2, 1, low_gain, .0f, .0f, .0f}}); driver.Push({GPUExpandEntry{1, 1, low_gain, .0f, .0f, .0f}}); res = driver.Pop(); EXPECT_EQ(res[0].nid, 1); res = driver.Pop(); EXPECT_EQ(res[0].nid, 2); } } // namespace tree } // namespace xgboost