Expand categorical node. (#6028)
Co-authored-by: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
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src/common/categorical.h
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50
src/common/categorical.h
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/*!
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* Copyright 2020 by XGBoost Contributors
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* \file categorical.h
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*/
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#ifndef XGBOOST_COMMON_CATEGORICAL_H_
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#define XGBOOST_COMMON_CATEGORICAL_H_
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#include "xgboost/base.h"
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#include "xgboost/data.h"
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#include "xgboost/span.h"
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#include "xgboost/parameter.h"
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#include "bitfield.h"
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namespace xgboost {
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namespace common {
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// Cast the categorical type.
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template <typename T>
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XGBOOST_DEVICE bst_cat_t AsCat(T const& v) {
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return static_cast<bst_cat_t>(v);
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}
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/* \brief Whether is fidx a categorical feature.
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*
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* \param ft Feature type for all features.
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* \param fidx Feature index.
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* \return Whether feature pointed by fidx is categorical feature.
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*/
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inline XGBOOST_DEVICE bool IsCat(Span<FeatureType const> ft, bst_feature_t fidx) {
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return !ft.empty() && ft[fidx] == FeatureType::kCategorical;
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}
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/* \brief Whether should it traverse to left branch of a tree.
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*
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* For one hot split, go to left if it's NOT the matching category.
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*/
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inline XGBOOST_DEVICE bool Decision(common::Span<uint32_t const> cats, bst_cat_t cat) {
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auto pos = CLBitField32::ToBitPos(cat);
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if (pos.int_pos >= cats.size()) {
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return true;
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}
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CLBitField32 const s_cats(cats);
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return !s_cats.Check(cat);
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}
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using CatBitField = LBitField32;
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using KCatBitField = CLBitField32;
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} // namespace common
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} // namespace xgboost
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#endif // XGBOOST_COMMON_CATEGORICAL_H_
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