// Copyright by Contributors #include #include "../../../src/data/sparse_page_dmatrix.h" #include "../helpers.h" TEST(SparsePageDMatrix, MetaInfo) { std::string tmp_file = CreateSimpleTestData(); xgboost::DMatrix * dmat = xgboost::DMatrix::Load( tmp_file + "#" + tmp_file + ".cache", true, false); std::remove(tmp_file.c_str()); EXPECT_TRUE(FileExists(tmp_file + ".cache")); // Test the metadata that was parsed EXPECT_EQ(dmat->Info().num_row_, 2); EXPECT_EQ(dmat->Info().num_col_, 5); EXPECT_EQ(dmat->Info().num_nonzero_, 6); EXPECT_EQ(dmat->Info().labels_.size(), dmat->Info().num_row_); // Clean up of external memory files std::remove((tmp_file + ".cache").c_str()); std::remove((tmp_file + ".cache.row.page").c_str()); } TEST(SparsePageDMatrix, RowAccess) { std::string tmp_file = CreateSimpleTestData(); xgboost::DMatrix * dmat = xgboost::DMatrix::Load( tmp_file + "#" + tmp_file + ".cache", true, false); std::remove(tmp_file.c_str()); EXPECT_TRUE(FileExists(tmp_file + ".cache.row.page")); dmlc::DataIter * row_iter = dmat->RowIterator(); // Loop over the batches and count the records long row_count = 0; row_iter->BeforeFirst(); while (row_iter->Next()) row_count += row_iter->Value().size; EXPECT_EQ(row_count, dmat->Info().num_row_); // Test the data read into the first row row_iter->BeforeFirst(); row_iter->Next(); xgboost::SparseBatch::Inst first_row = row_iter->Value()[0]; ASSERT_EQ(first_row.length, 3); EXPECT_EQ(first_row[2].index, 2); EXPECT_EQ(first_row[2].fvalue, 20); row_iter = nullptr; // Clean up of external memory files std::remove((tmp_file + ".cache").c_str()); std::remove((tmp_file + ".cache.row.page").c_str()); } TEST(SparsePageDMatrix, ColAcess) { std::string tmp_file = CreateSimpleTestData(); xgboost::DMatrix * dmat = xgboost::DMatrix::Load( tmp_file + "#" + tmp_file + ".cache", true, false); std::remove(tmp_file.c_str()); EXPECT_FALSE(FileExists(tmp_file + ".cache.col.page")); EXPECT_EQ(dmat->HaveColAccess(true), false); const std::vector enable(dmat->Info().num_col_, true); dmat->InitColAccess(enable, 1, 1, true); // Max 1 row per patch ASSERT_EQ(dmat->HaveColAccess(true), true); EXPECT_TRUE(FileExists(tmp_file + ".cache.col.page")); EXPECT_EQ(dmat->GetColSize(0), 2); EXPECT_EQ(dmat->GetColSize(1), 1); EXPECT_EQ(dmat->GetColDensity(0), 1); EXPECT_EQ(dmat->GetColDensity(1), 0.5); dmlc::DataIter * col_iter = dmat->ColIterator(); // Loop over the batches and assert the data is as expected long num_col_batch = 0; col_iter->BeforeFirst(); while (col_iter->Next()) { num_col_batch += 1; EXPECT_EQ(col_iter->Value().size, dmat->Info().num_col_) << "Expected batch size to be same as num_cols as max_row_perbatch is 1."; } EXPECT_EQ(num_col_batch, dmat->Info().num_row_) << "Expected num batches to be same as num_rows as max_row_perbatch is 1"; col_iter = nullptr; std::vector sub_feats = {4, 3}; dmlc::DataIter * sub_col_iter = dmat->ColIterator(sub_feats); // Loop over the batches and assert the data is as expected sub_col_iter->BeforeFirst(); while (sub_col_iter->Next()) { EXPECT_EQ(sub_col_iter->Value().size, sub_feats.size()) << "Expected size of a batch to be same as number of columns " << "as max_row_perbatch was set to 1."; } sub_col_iter = nullptr; // Clean up of external memory files std::remove((tmp_file + ".cache").c_str()); std::remove((tmp_file + ".cache.col.page").c_str()); std::remove((tmp_file + ".cache.row.page").c_str()); }