Serialize expand entry for allgather. (#9702)
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@@ -1,31 +1,36 @@
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/*!
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* Copyright 2020 by XGBoost Contributors
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/**
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* Copyright 2020-2023, XGBoost Contributors
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*/
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#ifndef EXPAND_ENTRY_CUH_
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#define EXPAND_ENTRY_CUH_
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#include <xgboost/span.h>
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#include <limits> // for numeric_limits
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#include <utility> // for move
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#include "../param.h"
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#include "../updater_gpu_common.cuh"
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#include "xgboost/base.h" // for bst_node_t
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namespace xgboost {
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namespace tree {
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namespace xgboost::tree {
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struct GPUExpandEntry {
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int nid;
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int depth;
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bst_node_t nid;
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bst_node_t depth;
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DeviceSplitCandidate split;
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float base_weight { std::numeric_limits<float>::quiet_NaN() };
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float left_weight { std::numeric_limits<float>::quiet_NaN() };
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float right_weight { std::numeric_limits<float>::quiet_NaN() };
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float base_weight{std::numeric_limits<float>::quiet_NaN()};
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float left_weight{std::numeric_limits<float>::quiet_NaN()};
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float right_weight{std::numeric_limits<float>::quiet_NaN()};
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GPUExpandEntry() = default;
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XGBOOST_DEVICE GPUExpandEntry(int nid, int depth, DeviceSplitCandidate split,
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float base, float left, float right)
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: nid(nid), depth(depth), split(std::move(split)), base_weight{base},
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left_weight{left}, right_weight{right} {}
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bool IsValid(const TrainParam& param, int num_leaves) const {
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XGBOOST_DEVICE GPUExpandEntry(bst_node_t nid, bst_node_t depth, DeviceSplitCandidate split,
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float base, float left, float right)
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: nid(nid),
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depth(depth),
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split(std::move(split)),
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base_weight{base},
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left_weight{left},
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right_weight{right} {}
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[[nodiscard]] bool IsValid(TrainParam const& param, bst_node_t num_leaves) const {
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if (split.loss_chg <= kRtEps) return false;
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if (split.left_sum.GetQuantisedHess() == 0 || split.right_sum.GetQuantisedHess() == 0) {
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return false;
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@@ -42,17 +47,11 @@ struct GPUExpandEntry {
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return true;
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}
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bst_float GetLossChange() const {
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return split.loss_chg;
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}
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[[nodiscard]] float GetLossChange() const { return split.loss_chg; }
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int GetNodeId() const {
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return nid;
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}
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[[nodiscard]] bst_node_t GetNodeId() const { return nid; }
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int GetDepth() const {
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return depth;
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}
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[[nodiscard]] bst_node_t GetDepth() const { return depth; }
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friend std::ostream& operator<<(std::ostream& os, const GPUExpandEntry& e) {
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os << "GPUExpandEntry: \n";
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@@ -63,9 +62,69 @@ struct GPUExpandEntry {
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os << "right_sum: " << e.split.right_sum << "\n";
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return os;
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}
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};
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} // namespace tree
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} // namespace xgboost
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void Save(Json* p_out) const {
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auto& out = *p_out;
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out["nid"] = Integer{this->nid};
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out["depth"] = Integer{this->depth};
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// GPU specific
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out["base_weight"] = this->base_weight;
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out["left_weight"] = this->left_weight;
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out["right_weight"] = this->right_weight;
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/**
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* Handle split
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*/
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out["split"] = Object{};
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auto& split = out["split"];
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split["loss_chg"] = this->split.loss_chg;
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split["sindex"] = Integer{this->split.findex};
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split["split_value"] = this->split.fvalue;
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// cat
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split["thresh"] = Integer{this->split.thresh};
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split["is_cat"] = Boolean{this->split.is_cat};
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/**
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* Gradients
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*/
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auto save = [&](std::string const& name, GradientPairInt64 const& sum) {
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out[name] = I64Array{2};
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auto& array = get<I64Array>(out[name]);
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array[0] = sum.GetQuantisedGrad();
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array[1] = sum.GetQuantisedHess();
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};
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save("left_sum", this->split.left_sum);
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save("right_sum", this->split.right_sum);
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}
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void Load(Json const& in) {
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this->nid = get<Integer const>(in["nid"]);
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this->depth = get<Integer const>(in["depth"]);
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// GPU specific
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this->base_weight = get<Number const>(in["base_weight"]);
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this->left_weight = get<Number const>(in["left_weight"]);
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this->right_weight = get<Number const>(in["right_weight"]);
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/**
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* Handle split
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*/
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auto const& split = in["split"];
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this->split.loss_chg = get<Number const>(split["loss_chg"]);
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this->split.findex = get<Integer const>(split["sindex"]);
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this->split.fvalue = get<Number const>(split["split_value"]);
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// cat
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this->split.thresh = get<Integer const>(split["thresh"]);
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this->split.is_cat = get<Boolean const>(split["is_cat"]);
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/**
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* Gradients
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*/
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auto const& left_sum = get<I64Array const>(in["left_sum"]);
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this->split.left_sum = GradientPairInt64{left_sum[0], left_sum[1]};
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auto const& right_sum = get<I64Array const>(in["right_sum"]);
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this->split.right_sum = GradientPairInt64{right_sum[0], right_sum[1]};
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}
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};
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} // namespace xgboost::tree
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#endif // EXPAND_ENTRY_CUH_
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