/*! * Copyright 2021 XGBoost contributors */ #include #include "../../../src/tree/updater_approx.h" #include "../helpers.h" namespace xgboost { namespace tree { TEST(Approx, Partitioner) { size_t n_samples = 1024, n_features = 1, base_rowid = 0; ApproxRowPartitioner partitioner{n_samples, base_rowid}; ASSERT_EQ(partitioner.base_rowid, base_rowid); ASSERT_EQ(partitioner.Size(), 1); ASSERT_EQ(partitioner.Partitions()[0].Size(), n_samples); auto Xy = RandomDataGenerator{n_samples, n_features, 0}.GenerateDMatrix(true); GenericParameter ctx; ctx.InitAllowUnknown(Args{}); std::vector candidates{{0, 0, 0.4}}; for (auto const &page : Xy->GetBatches({GenericParameter::kCpuId, 64})) { bst_feature_t split_ind = 0; { auto min_value = page.cut.MinValues()[split_ind]; RegTree tree; tree.ExpandNode( /*nid=*/0, /*split_index=*/0, /*split_value=*/min_value, /*default_left=*/true, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, /*left_sum=*/0.0f, /*right_sum=*/0.0f); ApproxRowPartitioner partitioner{n_samples, base_rowid}; candidates.front().split.split_value = min_value; candidates.front().split.sindex = 0; candidates.front().split.sindex |= (1U << 31); partitioner.UpdatePosition(&ctx, page, candidates, &tree); ASSERT_EQ(partitioner.Size(), 3); ASSERT_EQ(partitioner[1].Size(), 0); ASSERT_EQ(partitioner[2].Size(), n_samples); } { ApproxRowPartitioner partitioner{n_samples, base_rowid}; auto ptr = page.cut.Ptrs()[split_ind + 1]; float split_value = page.cut.Values().at(ptr / 2); RegTree tree; tree.ExpandNode( /*nid=*/RegTree::kRoot, /*split_index=*/split_ind, /*split_value=*/split_value, /*default_left=*/true, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, /*left_sum=*/0.0f, /*right_sum=*/0.0f); auto left_nidx = tree[RegTree::kRoot].LeftChild(); candidates.front().split.split_value = split_value; candidates.front().split.sindex = 0; candidates.front().split.sindex |= (1U << 31); partitioner.UpdatePosition(&ctx, page, candidates, &tree); auto elem = partitioner[left_nidx]; ASSERT_LT(elem.Size(), n_samples); ASSERT_GT(elem.Size(), 1); for (auto it = elem.begin; it != elem.end; ++it) { auto value = page.cut.Values().at(page.index[*it]); ASSERT_LE(value, split_value); } auto right_nidx = tree[RegTree::kRoot].RightChild(); elem = partitioner[right_nidx]; for (auto it = elem.begin; it != elem.end; ++it) { auto value = page.cut.Values().at(page.index[*it]); ASSERT_GT(value, split_value) << *it; } } } } } // namespace tree } // namespace xgboost