Function TEST

tests/cpp/test_helpers.cc:12–47

namespace xgboost {

TEST(RandomDataGenerator, DMatrix) {
  size_t constexpr kRows { 16 }, kCols { 32 };
  float constexpr kSparsity { 0.4f };
  auto p_dmatrix = RandomDataGenerator{kRows, kCols, kSparsity}.GenerateDMatrix();

  HostDeviceVector<float> csr_value;
  HostDeviceVector<std::size_t> csr_rptr;
  HostDeviceVector<bst_feature_t> csr_cidx;
  RandomDataGenerator{kRows, kCols, kSparsity}.GenerateCSR(&csr_value, &csr_rptr, &csr_cidx);

  HostDeviceVector<float> dense_data;
  RandomDataGenerator{kRows, kCols, kSparsity}.GenerateDense(&dense_data);

  auto it = std::copy_if(
      dense_data.HostVector().begin(), dense_data.HostVector().end(),
      dense_data.HostVector().begin(), [](float v) { return !std::isnan(v); });

  CHECK_EQ(p_dmatrix->Info().num_row_, kRows);
  CHECK_EQ(p_dmatrix->Info().num_col_, kCols);

  for (auto const& page : p_dmatrix->GetBatches<SparsePage>()) {
    size_t n_elements = page.data.Size();
    CHECK_EQ(n_elements, it - dense_data.HostVector().begin());
    CHECK_EQ(n_elements, csr_value.Size());

    for (size_t i = 0; i < n_elements; ++i) {
      CHECK_EQ(dense_data.HostVector()[i], csr_value.HostVector()[i]);
      CHECK_EQ(dense_data.HostVector()[i], page.data.HostVector()[i].fvalue);
      CHECK_EQ(page.data.HostVector()[i].index, csr_cidx.HostVector()[i]);
    }
    CHECK_EQ(page.offset.Size(), csr_rptr.Size());
    for (size_t i = 0; i < p_dmatrix->Info().num_row_; ++i) {
      CHECK_EQ(page.offset.HostVector()[i], csr_rptr.HostVector()[i]);
    }
  }
}

TEST(RandomDataGenerator, GenerateArrayInterfaceBatch) {
  size_t constexpr kRows { 937 }, kCols { 100 }, kBatches { 13 };