xgboost/src/data/gradient_index_format.cc
2023-07-08 09:24:35 +08:00

105 lines
3.1 KiB
C++

/**
* Copyright 2021-2023 XGBoost contributors
*/
#include <cstddef> // for size_t
#include <cstdint> // for uint8_t
#include <type_traits> // for underlying_type_t
#include <vector> // for vector
#include "../common/io.h" // for AlignedResourceReadStream
#include "../common/ref_resource_view.h" // for ReadVec, WriteVec
#include "gradient_index.h" // for GHistIndexMatrix
#include "histogram_cut_format.h" // for ReadHistogramCuts
#include "sparse_page_writer.h" // for SparsePageFormat
namespace xgboost::data {
class GHistIndexRawFormat : public SparsePageFormat<GHistIndexMatrix> {
public:
bool Read(GHistIndexMatrix* page, common::AlignedResourceReadStream* fi) override {
CHECK(fi);
if (!ReadHistogramCuts(&page->cut, fi)) {
return false;
}
// indptr
if (!common::ReadVec(fi, &page->row_ptr)) {
return false;
}
// data
// - bin type
// Old gcc doesn't support reading from enum.
std::underlying_type_t<common::BinTypeSize> uint_bin_type{0};
if (!fi->Read(&uint_bin_type)) {
return false;
}
common::BinTypeSize size_type = static_cast<common::BinTypeSize>(uint_bin_type);
// - index buffer
if (!common::ReadVec(fi, &page->data)) {
return false;
}
// - index
page->index = common::Index{common::Span{page->data.data(), page->data.size()}, size_type};
// hit count
if (!common::ReadVec(fi, &page->hit_count)) {
return false;
}
if (!fi->Read(&page->max_numeric_bins_per_feat)) {
return false;
}
if (!fi->Read(&page->base_rowid)) {
return false;
}
bool is_dense = false;
if (!fi->Read(&is_dense)) {
return false;
}
page->SetDense(is_dense);
if (is_dense) {
page->index.SetBinOffset(page->cut.Ptrs());
}
if (!page->ReadColumnPage(fi)) {
return false;
}
return true;
}
std::size_t Write(GHistIndexMatrix const& page, common::AlignedFileWriteStream* fo) override {
std::size_t bytes = 0;
bytes += WriteHistogramCuts(page.cut, fo);
// indptr
bytes += common::WriteVec(fo, page.row_ptr);
// data
// - bin type
std::underlying_type_t<common::BinTypeSize> uint_bin_type = page.index.GetBinTypeSize();
bytes += fo->Write(uint_bin_type);
// - index buffer
std::vector<std::uint8_t> data(page.index.begin(), page.index.end());
bytes += fo->Write(static_cast<std::uint64_t>(data.size()));
if (!data.empty()) {
bytes += fo->Write(data.data(), data.size());
}
// hit count
bytes += common::WriteVec(fo, page.hit_count);
// max_bins, base row, is_dense
bytes += fo->Write(page.max_numeric_bins_per_feat);
bytes += fo->Write(page.base_rowid);
bytes += fo->Write(page.IsDense());
bytes += page.WriteColumnPage(fo);
return bytes;
}
};
DMLC_REGISTRY_FILE_TAG(gradient_index_format);
XGBOOST_REGISTER_GHIST_INDEX_PAGE_FORMAT(raw)
.describe("Raw GHistIndex binary data format.")
.set_body([]() { return new GHistIndexRawFormat(); });
} // namespace xgboost::data