[SYCL] Implement row set collection. (#10057)

Co-authored-by: Dmitry Razdoburdin <>
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Dmitry Razdoburdin 2024-02-26 14:07:36 +01:00 committed by GitHub
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/*!
* Copyright 2017-2023 XGBoost contributors
*/
#ifndef PLUGIN_SYCL_COMMON_ROW_SET_H_
#define PLUGIN_SYCL_COMMON_ROW_SET_H_
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wtautological-constant-compare"
#pragma GCC diagnostic ignored "-W#pragma-messages"
#include <xgboost/data.h>
#pragma GCC diagnostic pop
#include <algorithm>
#include <vector>
#include <utility>
#include "../data.h"
#include <CL/sycl.hpp>
namespace xgboost {
namespace sycl {
namespace common {
/*! \brief Collection of rowsets stored on device in USM memory */
class RowSetCollection {
public:
/*! \brief data structure to store an instance set, a subset of
* rows (instances) associated with a particular node in a decision
* tree. */
struct Elem {
const size_t* begin{nullptr};
const size_t* end{nullptr};
bst_node_t node_id{-1}; // id of node associated with this instance set; -1 means uninitialized
Elem()
= default;
Elem(const size_t* begin,
const size_t* end,
bst_node_t node_id = -1)
: begin(begin), end(end), node_id(node_id) {}
inline size_t Size() const {
return end - begin;
}
};
inline size_t Size() const {
return elem_of_each_node_.size();
}
/*! \brief return corresponding element set given the node_id */
inline const Elem& operator[](unsigned node_id) const {
const Elem& e = elem_of_each_node_[node_id];
CHECK(e.begin != nullptr)
<< "access element that is not in the set";
return e;
}
/*! \brief return corresponding element set given the node_id */
inline Elem& operator[](unsigned node_id) {
Elem& e = elem_of_each_node_[node_id];
return e;
}
// clear up things
inline void Clear() {
elem_of_each_node_.clear();
}
// initialize node id 0->everything
inline void Init() {
CHECK_EQ(elem_of_each_node_.size(), 0U);
const size_t* begin = row_indices_.Begin();
const size_t* end = row_indices_.End();
elem_of_each_node_.emplace_back(Elem(begin, end, 0));
}
auto& Data() { return row_indices_; }
// split rowset into two
inline void AddSplit(unsigned node_id,
unsigned left_node_id,
unsigned right_node_id,
size_t n_left,
size_t n_right) {
const Elem e = elem_of_each_node_[node_id];
CHECK(e.begin != nullptr);
size_t* all_begin = row_indices_.Begin();
size_t* begin = all_begin + (e.begin - all_begin);
CHECK_EQ(n_left + n_right, e.Size());
CHECK_LE(begin + n_left, e.end);
CHECK_EQ(begin + n_left + n_right, e.end);
if (left_node_id >= elem_of_each_node_.size()) {
elem_of_each_node_.resize(left_node_id + 1, Elem(nullptr, nullptr, -1));
}
if (right_node_id >= elem_of_each_node_.size()) {
elem_of_each_node_.resize(right_node_id + 1, Elem(nullptr, nullptr, -1));
}
elem_of_each_node_[left_node_id] = Elem(begin, begin + n_left, left_node_id);
elem_of_each_node_[right_node_id] = Elem(begin + n_left, e.end, right_node_id);
elem_of_each_node_[node_id] = Elem(nullptr, nullptr, -1);
}
private:
// stores the row indexes in the set
USMVector<size_t, MemoryType::on_device> row_indices_;
// vector: node_id -> elements
std::vector<Elem> elem_of_each_node_;
};
} // namespace common
} // namespace sycl
} // namespace xgboost
#endif // PLUGIN_SYCL_COMMON_ROW_SET_H_

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/**
* Copyright 2020-2023 by XGBoost contributors
*/
#include <gtest/gtest.h>
#include <string>
#include <utility>
#include <vector>
#include "../../../plugin/sycl/common/row_set.h"
#include "../../../plugin/sycl/device_manager.h"
#include "../helpers.h"
namespace xgboost::sycl::common {
TEST(SyclRowSetCollection, AddSplits) {
const size_t num_rows = 16;
DeviceManager device_manager;
auto qu = device_manager.GetQueue(DeviceOrd::SyclDefault());
RowSetCollection row_set_collection;
auto& row_indices = row_set_collection.Data();
row_indices.Resize(&qu, num_rows);
size_t* p_row_indices = row_indices.Data();
qu.submit([&](::sycl::handler& cgh) {
cgh.parallel_for<>(::sycl::range<1>(num_rows),
[p_row_indices](::sycl::item<1> pid) {
const size_t idx = pid.get_id(0);
p_row_indices[idx] = idx;
});
}).wait_and_throw();
row_set_collection.Init();
CHECK_EQ(row_set_collection.Size(), 1);
{
size_t nid_test = 0;
auto& elem = row_set_collection[nid_test];
CHECK_EQ(elem.begin, row_indices.Begin());
CHECK_EQ(elem.end, row_indices.End());
CHECK_EQ(elem.node_id , 0);
}
size_t nid = 0;
size_t nid_left = 1;
size_t nid_right = 2;
size_t n_left = 4;
size_t n_right = num_rows - n_left;
row_set_collection.AddSplit(nid, nid_left, nid_right, n_left, n_right);
CHECK_EQ(row_set_collection.Size(), 3);
{
size_t nid_test = 0;
auto& elem = row_set_collection[nid_test];
CHECK_EQ(elem.begin, nullptr);
CHECK_EQ(elem.end, nullptr);
CHECK_EQ(elem.node_id , -1);
}
{
size_t nid_test = 1;
auto& elem = row_set_collection[nid_test];
CHECK_EQ(elem.begin, row_indices.Begin());
CHECK_EQ(elem.end, row_indices.Begin() + n_left);
CHECK_EQ(elem.node_id , nid_test);
}
{
size_t nid_test = 2;
auto& elem = row_set_collection[nid_test];
CHECK_EQ(elem.begin, row_indices.Begin() + n_left);
CHECK_EQ(elem.end, row_indices.End());
CHECK_EQ(elem.node_id , nid_test);
}
}
} // namespace xgboost::sycl::common