xgboost_lib-sys 3.0.5

Native bindings to the xgboost library
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/**
 * Copyright 2020-2023, XGBoost contributors
 */
#pragma once

#if defined(__CUDACC__)
#include "../../src/data/ellpack_page.cuh"
#endif

#include <xgboost/data.h>  // for SparsePage

#include "./helpers.h"  // for RandomDataGenerator

namespace xgboost {
#if defined(__CUDACC__)
namespace detail {
class HistogramCutsWrapper : public common::HistogramCuts {
 public:
  using SuperT = common::HistogramCuts;
  void SetValues(std::vector<float> cuts) { SuperT::cut_values_.HostVector() = std::move(cuts); }
  void SetPtrs(std::vector<uint32_t> ptrs) { SuperT::cut_ptrs_.HostVector() = std::move(ptrs); }
  void SetMins(std::vector<float> mins) { SuperT::min_vals_.HostVector() = std::move(mins); }
};
}  // namespace detail

inline std::unique_ptr<EllpackPageImpl> BuildEllpackPage(Context const* ctx, int n_rows, int n_cols,
                                                         bst_float sparsity = 0) {
  auto dmat = RandomDataGenerator(n_rows, n_cols, sparsity).Seed(3).GenerateDMatrix();
  const SparsePage& batch = *dmat->GetBatches<xgboost::SparsePage>().begin();

  auto cmat = std::make_shared<detail::HistogramCutsWrapper>();
  cmat->SetPtrs({0, 3, 6, 9, 12, 15, 18, 21, 24});
  // 24 cut fields, 3 cut fields for each feature (column).
  cmat->SetValues({0.30f, 0.67f, 1.64f,
          0.32f, 0.77f, 1.95f,
          0.29f, 0.70f, 1.80f,
          0.32f, 0.75f, 1.85f,
          0.18f, 0.59f, 1.69f,
          0.25f, 0.74f, 2.00f,
          0.26f, 0.74f, 1.98f,
          0.26f, 0.71f, 1.83f});
  cmat->SetMins({0.1f, 0.2f, 0.3f, 0.1f, 0.2f, 0.3f, 0.2f, 0.2f});

  bst_idx_t row_stride = 0;
  const auto &offset_vec = batch.offset.ConstHostVector();
  for (size_t i = 1; i < offset_vec.size(); ++i) {
    row_stride = std::max(row_stride, offset_vec[i] - offset_vec[i-1]);
  }

  auto page = std::unique_ptr<EllpackPageImpl>(
      new EllpackPageImpl(ctx, cmat, batch, dmat->IsDense(), row_stride, {}));

  return page;
}
#endif
}  // namespace xgboost