tests/cpp: Add tests for SimpleDMatrix
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tests/cpp/data/test_simple_dmatrix.cc
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130
tests/cpp/data/test_simple_dmatrix.cc
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// Copyright by Contributors
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#include <xgboost/data.h>
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#include "../../../src/data/simple_dmatrix.h"
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#include "../helpers.h"
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TEST(SimpleDMatrix, MetaInfo) {
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std::string tmp_file = CreateSimpleTestData();
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xgboost::DMatrix * dmat = xgboost::DMatrix::Load(tmp_file, true, false);
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std::remove(tmp_file.c_str());
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// Test the metadata that was parsed
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EXPECT_EQ(dmat->info().num_row, 2);
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EXPECT_EQ(dmat->info().num_col, 5);
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EXPECT_EQ(dmat->info().num_nonzero, 6);
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EXPECT_EQ(dmat->info().labels.size(), dmat->info().num_row);
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}
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TEST(SimpleDMatrix, RowAccess) {
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std::string tmp_file = CreateSimpleTestData();
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xgboost::DMatrix * dmat = xgboost::DMatrix::Load(tmp_file, true, false);
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std::remove(tmp_file.c_str());
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dmlc::DataIter<xgboost::RowBatch> * row_iter = dmat->RowIterator();
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// Loop over the batches and count the records
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long row_count = 0;
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row_iter->BeforeFirst();
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while (row_iter->Next()) row_count += row_iter->Value().size;
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EXPECT_EQ(row_count, dmat->info().num_row);
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// Test the data read into the first row
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row_iter->BeforeFirst();
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row_iter->Next();
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xgboost::SparseBatch::Inst first_row = row_iter->Value()[0];
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ASSERT_EQ(first_row.length, 3);
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EXPECT_EQ(first_row[2].index, 2);
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EXPECT_EQ(first_row[2].fvalue, 20);
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row_iter = nullptr;
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}
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TEST(SimpleDMatrix, ColAccessWithoutBatches) {
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std::string tmp_file = CreateSimpleTestData();
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xgboost::DMatrix * dmat = xgboost::DMatrix::Load(tmp_file, true, false);
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std::remove(tmp_file.c_str());
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EXPECT_EQ(dmat->HaveColAccess(), false);
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const std::vector<bool> enable(dmat->info().num_col, true);
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dmat->InitColAccess(enable, 1, dmat->info().num_row);
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dmat->InitColAccess(enable, 0, 0); // Calling it again should not change it
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ASSERT_EQ(dmat->HaveColAccess(), true);
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EXPECT_EQ(dmat->GetColSize(0), 2);
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EXPECT_EQ(dmat->GetColSize(1), 1);
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EXPECT_EQ(dmat->GetColDensity(0), 1);
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EXPECT_EQ(dmat->GetColDensity(1), 0.5);
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ASSERT_TRUE(dmat->SingleColBlock());
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dmlc::DataIter<xgboost::ColBatch> * col_iter = dmat->ColIterator();
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// Loop over the batches and assert the data is as expected
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long num_col_batch = 0;
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col_iter->BeforeFirst();
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while (col_iter->Next()) {
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num_col_batch += 1;
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EXPECT_EQ(col_iter->Value().size, dmat->info().num_col)
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<< "Expected batch size = number of cells as #batches is 1.";
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for (int i = 0; i < col_iter->Value().size; ++i) {
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EXPECT_EQ(col_iter->Value()[i].length, dmat->GetColSize(i))
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<< "Expected length of each colbatch = colsize as #batches is 1.";
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}
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}
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EXPECT_EQ(num_col_batch, 1) << "Expected number of batches to be 1";
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col_iter = nullptr;
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std::vector<xgboost::bst_uint> sub_feats = {4, 3};
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dmlc::DataIter<xgboost::ColBatch> * sub_col_iter = dmat->ColIterator(sub_feats);
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// Loop over the batches and assert the data is as expected
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sub_col_iter->BeforeFirst();
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while (sub_col_iter->Next()) {
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EXPECT_EQ(sub_col_iter->Value().size, sub_feats.size())
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<< "Expected size of a batch = number of cells in subset as #batches is 1.";
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}
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sub_col_iter = nullptr;
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}
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TEST(SimpleDMatrix, ColAccessWithBatches) {
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std::string tmp_file = CreateSimpleTestData();
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xgboost::DMatrix * dmat = xgboost::DMatrix::Load(tmp_file, true, false);
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std::remove(tmp_file.c_str());
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EXPECT_EQ(dmat->HaveColAccess(), false);
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const std::vector<bool> enable(dmat->info().num_col, true);
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dmat->InitColAccess(enable, 1, 1); // Max 1 row per patch
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dmat->InitColAccess(enable, 0, 0); // Calling it again should not change it
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ASSERT_EQ(dmat->HaveColAccess(), true);
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EXPECT_EQ(dmat->GetColSize(0), 2);
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EXPECT_EQ(dmat->GetColSize(1), 1);
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EXPECT_EQ(dmat->GetColDensity(0), 1);
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EXPECT_EQ(dmat->GetColDensity(1), 0.5);
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ASSERT_FALSE(dmat->SingleColBlock());
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dmlc::DataIter<xgboost::ColBatch> * col_iter = dmat->ColIterator();
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// Loop over the batches and assert the data is as expected
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long num_col_batch = 0;
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col_iter->BeforeFirst();
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while (col_iter->Next()) {
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num_col_batch += 1;
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EXPECT_EQ(col_iter->Value().size, dmat->info().num_col)
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<< "Expected batch size = num_cols as max_row_perbatch is 1.";
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for (int i = 0; i < col_iter->Value().size; ++i) {
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EXPECT_LE(col_iter->Value()[i].length, 1)
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<< "Expected length of each colbatch <=1 as max_row_perbatch is 1.";
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}
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}
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EXPECT_EQ(num_col_batch, dmat->info().num_row)
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<< "Expected num batches = num_rows as max_row_perbatch is 1";
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col_iter = nullptr;
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// The iterator feats should ignore any numbers larger than the num_col
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std::vector<xgboost::bst_uint> sub_feats = {
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4, 3, static_cast<unsigned int>(dmat->info().num_col + 1)};
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dmlc::DataIter<xgboost::ColBatch> * sub_col_iter = dmat->ColIterator(sub_feats);
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// Loop over the batches and assert the data is as expected
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sub_col_iter->BeforeFirst();
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while (sub_col_iter->Next()) {
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EXPECT_EQ(sub_col_iter->Value().size, sub_feats.size() - 1)
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<< "Expected size of a batch = number of columns in subset "
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<< "as max_row_perbatch is 1.";
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}
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sub_col_iter = nullptr;
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}
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@ -9,3 +9,13 @@ long GetFileSize(const std::string filename) {
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stat(filename.c_str(), &st);
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return st.st_size;
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}
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std::string CreateSimpleTestData() {
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std::string tmp_file = TempFileName();
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std::ofstream fo;
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fo.open(tmp_file);
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fo << "0 0:0 1:10 2:20\n";
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fo << "1 0:0 3:30 4:40\n";
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fo.close();
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return tmp_file;
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}
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@ -14,4 +14,6 @@ std::string TempFileName();
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long GetFileSize(const std::string filename);
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std::string CreateSimpleTestData();
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#endif
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