xgboost/plugin/sycl/tree/hist_synchronizer.h
Dmitry Razdoburdin f588252481
[sycl] add loss guided hist building (#10251)
Co-authored-by: Dmitry Razdoburdin <>
2024-05-10 22:35:13 +08:00

69 lines
2.1 KiB
C++

/*!
* Copyright 2017-2024 by Contributors
* \file hist_synchronizer.h
*/
#ifndef PLUGIN_SYCL_TREE_HIST_SYNCHRONIZER_H_
#define PLUGIN_SYCL_TREE_HIST_SYNCHRONIZER_H_
#include <vector>
#include "../common/hist_util.h"
#include "expand_entry.h"
namespace xgboost {
namespace sycl {
namespace tree {
template <typename GradientSumT>
class HistUpdater;
template <typename GradientSumT>
class HistSynchronizer {
public:
virtual void SyncHistograms(HistUpdater<GradientSumT>* builder,
const std::vector<int>& sync_ids,
RegTree *p_tree) = 0;
virtual ~HistSynchronizer() = default;
};
template <typename GradientSumT>
class BatchHistSynchronizer: public HistSynchronizer<GradientSumT> {
public:
void SyncHistograms(HistUpdater<GradientSumT>* builder,
const std::vector<int>& sync_ids,
RegTree *p_tree) override {
builder->builder_monitor_.Start("SyncHistograms");
const size_t nbins = builder->hist_builder_.GetNumBins();
hist_sync_events_.resize(builder->nodes_for_explicit_hist_build_.size());
for (int i = 0; i < builder->nodes_for_explicit_hist_build_.size(); i++) {
const auto entry = builder->nodes_for_explicit_hist_build_[i];
auto& this_hist = builder->hist_[entry.nid];
if (!(*p_tree)[entry.nid].IsRoot()) {
const size_t parent_id = (*p_tree)[entry.nid].Parent();
auto& parent_hist = builder->hist_[parent_id];
auto& sibling_hist = builder->hist_[entry.GetSiblingId(p_tree, parent_id)];
hist_sync_events_[i] = common::SubtractionHist(builder->qu_, &sibling_hist, parent_hist,
this_hist, nbins, ::sycl::event());
}
}
builder->qu_.wait_and_throw();
builder->builder_monitor_.Stop("SyncHistograms");
}
std::vector<::sycl::event> GetEvents() const {
return hist_sync_events_;
}
private:
std::vector<::sycl::event> hist_sync_events_;
};
} // namespace tree
} // namespace sycl
} // namespace xgboost
#endif // PLUGIN_SYCL_TREE_HIST_SYNCHRONIZER_H_