[BLOCKING] Handle empty rows in data iterators correctly (#5929)
* [jvm-packages] Handle empty rows in data iterators correctly * Fix clang-tidy error * last empty row * Add comments [skip ci] Co-authored-by: Nan Zhu <nanzhu@uber.com>
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@@ -26,12 +26,13 @@ TEST(Adapter, CSRAdapter) {
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EXPECT_EQ(line0.GetElement(1).value, 2);
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auto line1 = batch.GetLine(1);
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EXPECT_EQ(line1 .GetElement(0).value, 3);
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EXPECT_EQ(line1 .GetElement(1).value, 4);
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EXPECT_EQ(line1.GetElement(0).value, 3);
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EXPECT_EQ(line1.GetElement(1).value, 4);
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auto line2 = batch.GetLine(2);
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EXPECT_EQ(line2 .GetElement(0).value, 5);
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EXPECT_EQ(line2 .GetElement(0).row_idx, 2);
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EXPECT_EQ(line2 .GetElement(0).column_idx, 1);
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EXPECT_EQ(line2.GetElement(0).value, 5);
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EXPECT_EQ(line2.GetElement(0).row_idx, 2);
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EXPECT_EQ(line2.GetElement(0).column_idx, 1);
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}
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TEST(Adapter, CSCAdapterColsMoreThanRows) {
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@@ -73,10 +74,11 @@ class CSRIterForTest {
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std::vector<std::remove_pointer<decltype(std::declval<XGBoostBatchCSR>().index)>::type>
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feature_idx_ {0, 1, 0, 1, 1};
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std::vector<std::remove_pointer<decltype(std::declval<XGBoostBatchCSR>().offset)>::type>
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row_ptr_ {0, 2, 4, 5};
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row_ptr_ {0, 2, 4, 5, 5};
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size_t iter_ {0};
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public:
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size_t static constexpr kRows { 4 }; // Test for the last row being empty
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size_t static constexpr kCols { 13 }; // Test for having some missing columns
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XGBoostBatchCSR Next() {
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@@ -88,7 +90,7 @@ class CSRIterForTest {
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batch.offset = dmlc::BeginPtr(row_ptr_);
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batch.index = dmlc::BeginPtr(feature_idx_);
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batch.value = dmlc::BeginPtr(data_);
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batch.size = 3;
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batch.size = kRows;
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batch.label = nullptr;
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batch.weight = nullptr;
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@@ -117,16 +119,23 @@ int CSRSetDataNextForTest(DataIterHandle data_handle,
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}
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}
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TEST(Adapter, IteratorAdaper) {
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TEST(Adapter, IteratorAdapter) {
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CSRIterForTest iter;
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data::IteratorAdapter<DataIterHandle, XGBCallbackDataIterNext,
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XGBoostBatchCSR> adapter{&iter, CSRSetDataNextForTest};
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constexpr size_t kRows { 6 };
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constexpr size_t kRows { 8 };
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std::unique_ptr<DMatrix> data {
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DMatrix::Create(&adapter, std::numeric_limits<float>::quiet_NaN(), 1)
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};
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ASSERT_EQ(data->Info().num_col_, CSRIterForTest::kCols);
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ASSERT_EQ(data->Info().num_row_, kRows);
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int num_batch = 0;
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for (auto const& batch : data->GetBatches<SparsePage>()) {
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ASSERT_EQ(batch.offset.HostVector(), std::vector<bst_row_t>({0, 2, 4, 5, 5, 7, 9, 10, 10}));
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++num_batch;
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}
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ASSERT_EQ(num_batch, 1);
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}
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} // namespace xgboost
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@@ -185,16 +185,22 @@ TEST(SimpleDMatrix, FromCSC) {
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TEST(SimpleDMatrix, FromFile) {
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std::string filename = "test.libsvm";
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CreateBigTestData(filename, 3 * 5);
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// Add an empty row at the end of the matrix
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{
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std::ofstream fo(filename, std::ios::app | std::ios::out);
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fo << "0\n";
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}
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constexpr size_t kExpectedNumRow = 6;
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std::unique_ptr<dmlc::Parser<uint32_t>> parser(
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dmlc::Parser<uint32_t>::Create(filename.c_str(), 0, 1, "auto"));
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auto verify_batch = [](SparsePage const &batch) {
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EXPECT_EQ(batch.Size(), 5);
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auto verify_batch = [kExpectedNumRow](SparsePage const &batch) {
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EXPECT_EQ(batch.Size(), kExpectedNumRow);
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EXPECT_EQ(batch.offset.HostVector(),
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std::vector<bst_row_t>({0, 3, 6, 9, 12, 15}));
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std::vector<bst_row_t>({0, 3, 6, 9, 12, 15, 15}));
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EXPECT_EQ(batch.base_rowid, 0);
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for (auto i = 0ull; i < batch.Size(); i++) {
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for (auto i = 0ull; i < batch.Size() - 1; i++) {
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if (i % 2 == 0) {
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EXPECT_EQ(batch[i][0].index, 0);
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EXPECT_EQ(batch[i][1].index, 1);
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