xgboost/tests/cpp/data/test_ellpack_page_raw_format.cu
Jiaming Yuan e8a962575a
[EM] Allow staging ellpack on host for GPU external memory. (#10488)
- New parameter `on_host`.
- Abstract format creation and stream creation into policy classes.
2024-06-28 04:42:18 +08:00

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/**
* Copyright 2021-2024, XGBoost contributors
*/
#include <gtest/gtest.h>
#include <xgboost/data.h>
#include "../../../src/data/ellpack_page.cuh" // for EllpackPage
#include "../../../src/data/ellpack_page_raw_format.h" // for EllpackPageRawFormat
#include "../../../src/data/ellpack_page_source.h" // for EllpackFormatStreamPolicy
#include "../../../src/tree/param.h" // for TrainParam
#include "../filesystem.h" // dmlc::TemporaryDirectory
#include "../helpers.h"
namespace xgboost::data {
namespace {
template <typename FormatStreamPolicy>
void TestEllpackPageRawFormat() {
FormatStreamPolicy policy;
Context ctx{MakeCUDACtx(0)};
auto param = BatchParam{256, tree::TrainParam::DftSparseThreshold()};
auto m = RandomDataGenerator{100, 14, 0.5}.GenerateDMatrix();
dmlc::TemporaryDirectory tmpdir;
std::string path = tmpdir.path + "/ellpack.page";
std::shared_ptr<common::HistogramCuts const> cuts;
for (auto const &page : m->GetBatches<EllpackPage>(&ctx, param)) {
cuts = page.Impl()->CutsShared();
}
ASSERT_EQ(cuts->cut_values_.Device(), ctx.Device());
ASSERT_TRUE(cuts->cut_values_.DeviceCanRead());
policy.SetCuts(cuts, ctx.Device());
std::unique_ptr<EllpackPageRawFormat> format{policy.CreatePageFormat()};
std::size_t n_bytes{0};
{
auto fo = policy.CreateWriter(StringView{path}, 0);
for (auto const &ellpack : m->GetBatches<EllpackPage>(&ctx, param)) {
n_bytes += format->Write(ellpack, fo.get());
}
}
EllpackPage page;
auto fi = policy.CreateReader(StringView{path}, static_cast<bst_idx_t>(0), n_bytes);
ASSERT_TRUE(format->Read(&page, fi.get()));
for (auto const &ellpack : m->GetBatches<EllpackPage>(&ctx, param)) {
auto loaded = page.Impl();
auto orig = ellpack.Impl();
ASSERT_EQ(loaded->Cuts().Ptrs(), orig->Cuts().Ptrs());
ASSERT_EQ(loaded->Cuts().MinValues(), orig->Cuts().MinValues());
ASSERT_EQ(loaded->Cuts().Values(), orig->Cuts().Values());
ASSERT_EQ(loaded->base_rowid, orig->base_rowid);
ASSERT_EQ(loaded->row_stride, orig->row_stride);
ASSERT_EQ(loaded->gidx_buffer.HostVector(), orig->gidx_buffer.HostVector());
}
}
} // anonymous namespace
TEST(EllpackPageRawFormat, DiskIO) {
TestEllpackPageRawFormat<DefaultFormatStreamPolicy<EllpackPage, EllpackFormatPolicy>>();
}
TEST(EllpackPageRawFormat, HostIO) {
TestEllpackPageRawFormat<EllpackFormatStreamPolicy<EllpackPage, EllpackFormatPolicy>>();
}
} // namespace xgboost::data