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1 // Boost.Geometry Index
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2 //
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3 // R-tree kmeans split algorithm implementation
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4 //
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5 // Copyright (c) 2011-2013 Adam Wulkiewicz, Lodz, Poland.
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6 //
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7 // Use, modification and distribution is subject to the Boost Software License,
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8 // Version 1.0. (See accompanying file LICENSE_1_0.txt or copy at
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9 // http://www.boost.org/LICENSE_1_0.txt)
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10
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11 #ifndef BOOST_GEOMETRY_INDEX_DETAIL_RTREE_KMEANS_SPLIT_HPP
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12 #define BOOST_GEOMETRY_INDEX_DETAIL_RTREE_KMEANS_SPLIT_HPP
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13
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14 #include <boost/geometry/index/rtree/node/node.hpp>
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15 #include <boost/geometry/index/rtree/visitors/insert.hpp>
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16
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17 namespace boost { namespace geometry { namespace index {
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18
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19 namespace detail { namespace rtree {
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20
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21 namespace kmeans {
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22
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23 // some details
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24
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25 } // namespace kmeans
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26
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27 // split_kmeans_tag
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28 // OR
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29 // split_clusters_tag and redistribute_kmeans_tag - then redistribute will probably slightly different interface
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30 // or some other than "redistribute"
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31
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32 // 1. for this algorithm one probably MUST USE NON-STATIC NODES with node_default_tag
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33 // or the algorithm must be changed somehow - to not store additional nodes in the current node
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34 // but return excessive element/elements container instead (possibly pushable_array<1> or std::vector)
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35 // this would also cause building of smaller trees since +1 element in nodes wouldn't be needed in different redistributing algorithms
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36 // 2. it is probably possible to add e.g. 2 levels of tree in one insert
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37
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38 // Edge case is that every node split generates M + 1 children, in parent containing M nodes
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39 // result is 2M + 1 nodes in parent on this level
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40 // On next level the same, next the same and so on.
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41 // We have Depth*M+1 nodes in the root
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42 // The tree may then gain some > 1 levels in one insert
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43 // split::apply() manages this but special attention is required
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44
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45 // which algorithm should be used to choose current node in traversing while inserting?
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46 // some of the currently used ones or some using mean values as well?
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47
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48 // TODO
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49 // 1. Zmienic troche algorytm zeby przekazywal nadmiarowe elementy do split
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50 // i pobieral ze split nadmiarowe elementy rodzica
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51 // W zaleznosci od algorytmu w rozny sposob - l/q/r* powinny zwracac np pushable_array<1>
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52 // wtedy tez is_overerflow (z R* insert?) bedzie nieportrzebne
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53 // Dla kmeans zapewne std::vector, jednak w wezlach nadal moglaby byc pushable_array
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54 // 2. Fajnie byloby tez uproscic te wszystkie parametry root,parent,index itd. Mozliwe ze okazalyby sie zbedne
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55 // 3. Sprawdzyc czasy wykonywania i zajetosc pamieci
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56 // 4. Pamietac o parametryzacji kontenera z nadmiarowymi elementami
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57 // PS. Z R* reinsertami moze byc masakra
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58
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59 template <typename Value, typename Options, typename Translator, typename Box, typename Allocators>
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60 class split<Value, Options, Translator, Box, Allocators, split_kmeans_tag>
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61 {
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62 protected:
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63 typedef typename rtree::node<Value, typename Options::parameters_type, Box, Allocators, typename Options::node_tag>::type node;
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64 typedef typename rtree::internal_node<Value, typename Options::parameters_type, Box, Allocators, typename Options::node_tag>::type internal_node;
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65 typedef typename rtree::leaf<Value, typename Options::parameters_type, Box, Allocators, typename Options::node_tag>::type leaf;
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66
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67 typedef typename Options::parameters_type parameters_type;
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68
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69 public:
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70 template <typename Node>
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71 static inline void apply(node* & root_node,
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72 size_t & leafs_level,
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73 Node & n,
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74 internal_node *parent_node,
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75 size_t current_child_index,
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76 Translator const& tr,
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77 Allocators & allocators)
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78 {
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79
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80 }
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81 };
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82
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83 }} // namespace detail::rtree
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84
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85 }}} // namespace boost::geometry::index
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86
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87 #endif // BOOST_GEOMETRY_INDEX_DETAIL_RTREE_KMEANS_SPLIT_HPP
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