#include #include "../../../../src/tree/driver.h" #if defined(XGBOOST_USE_CUDA) #include "../../../../src/tree/gpu_hist/expand_entry.cuh" #elif defined(XGBOOST_USE_HIP) #include "../../../../src/tree/gpu_hist/expand_entry.hip.h" #endif namespace xgboost { namespace tree { TEST(GpuHist, DriverDepthWise) { TrainParam p; p.UpdateAllowUnknown(Args{{"grow_policy", "depthwise"}}); Driver driver(p, 2); EXPECT_TRUE(driver.Pop().empty()); DeviceSplitCandidate split; split.loss_chg = 1.0f; split.left_sum = {0, 1}; split.right_sum = {0, 1}; GPUExpandEntry root(0, 0, split, 2.0f, 1.0f, 1.0f); driver.Push({root}); EXPECT_EQ(driver.Pop().front().nid, 0); driver.Push({GPUExpandEntry{1, 1, split, 2.0f, 1.0f, 1.0f}}); driver.Push({GPUExpandEntry{2, 1, split, 2.0f, 1.0f, 1.0f}}); driver.Push({GPUExpandEntry{3, 1, split, 2.0f, 1.0f, 1.0f}}); driver.Push({GPUExpandEntry{4, 2, split, 2.0f, 1.0f, 1.0f}}); // Should return 2 entries from level 1 // as we limited the driver to pop maximum 2 nodes auto res = driver.Pop(); EXPECT_EQ(res.size(), 2); for (auto &e : res) { EXPECT_EQ(e.depth, 1); } // Should now return 1 entry from level 1 res = driver.Pop(); EXPECT_EQ(res.size(), 1); EXPECT_EQ(res.at(0).depth, 1); res = driver.Pop(); EXPECT_EQ(res.at(0).depth, 2); EXPECT_TRUE(driver.Pop().empty()); } TEST(GpuHist, DriverLossGuided) { DeviceSplitCandidate high_gain; high_gain.left_sum = {0, 1}; high_gain.right_sum = {0, 1}; high_gain.loss_chg = 5.0f; DeviceSplitCandidate low_gain = high_gain; low_gain.loss_chg = 1.0f; TrainParam p; p.UpdateAllowUnknown(Args{{"grow_policy", "lossguide"}}); Driver driver(p); EXPECT_TRUE(driver.Pop().empty()); GPUExpandEntry root(0, 0, high_gain, 2.0f, 1.0f, 1.0f ); driver.Push({root}); EXPECT_EQ(driver.Pop().front().nid, 0); // Select high gain first driver.Push({GPUExpandEntry{1, 1, low_gain, 2.0f, 1.0f, 1.0f}}); driver.Push({GPUExpandEntry{2, 2, high_gain, 2.0f, 1.0f, 1.0f}}); 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, 2.0f, 1.0f, 1.0f}}); driver.Push({GPUExpandEntry{1, 1, low_gain, 2.0f, 1.0f, 1.0f}}); res = driver.Pop(); EXPECT_EQ(res[0].nid, 1); res = driver.Pop(); EXPECT_EQ(res[0].nid, 2); } } // namespace tree } // namespace xgboost