| 1 | // |
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| 2 | // Utility class for vector operation |
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| 3 | // |
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| 4 | // Copyright(C) 2009 Mizuki Fujisawa <fujisawa@bayon.cc> |
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| 5 | // |
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| 6 | // This program is free software; you can redistribute it and/or modify |
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| 7 | // it under the terms of the GNU General Public License as published by |
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| 8 | // the Free Software Foundation; version 2 of the License. |
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| 9 | // |
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| 10 | // This program is distributed in the hope that it will be useful, |
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| 11 | // but WITHOUT ANY WARRANTY; without even the implied warranty of |
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| 12 | // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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| 13 | // GNU General Public License for more details. |
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| 14 | // |
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| 15 | // You should have received a copy of the GNU General Public License |
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| 16 | // along with this program; if not, write to the Free Software |
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| 17 | // Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA |
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| 18 | // |
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| 19 | |
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| 20 | #ifndef BAYON_BYVECTOR_H |
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| 21 | #define BAYON_BYVECTOR_H |
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| 22 | |
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| 23 | #ifdef HAVE_CONFIG_H |
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| 24 | #include "config.h" |
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| 25 | #endif |
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| 26 | |
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| 27 | #include <cmath> |
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| 28 | #include <algorithm> |
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| 29 | #include <iostream> |
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| 30 | #include <utility> |
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| 31 | #include <vector> |
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| 32 | #include "util.h" |
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| 33 | |
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| 34 | namespace bayon { |
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| 35 | |
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| 36 | /******************************************************************** |
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| 37 | * Typedef |
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| 38 | *******************************************************************/ |
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| 39 | typedef long VecKey; // key of vector |
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| 40 | typedef double VecValue; // value of vector |
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| 41 | typedef std::pair<VecKey, VecValue> VecItem; // key-value pair |
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| 42 | typedef HashMap<VecKey, VecValue>::type VecHashMap; |
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| 43 | |
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| 44 | |
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| 45 | /******************************************************************** |
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| 46 | * Constants |
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| 47 | *******************************************************************/ |
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| 48 | const VecKey VECTOR_EMPTY_KEY = -1; |
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| 49 | const VecKey VECTOR_DELETED_KEY = -2; |
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| 50 | const VecValue VECTOR_NULL_VALUE = 0.0; |
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| 51 | |
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| 52 | |
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| 53 | /******************************************************************** |
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| 54 | * Classes |
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| 55 | *******************************************************************/ |
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| 56 | /** |
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| 57 | * Vector class |
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| 58 | * |
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| 59 | * This is utility class for vector operations. |
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| 60 | */ |
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| 61 | class Vector { |
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| 62 | private: |
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| 63 | /** |
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| 64 | * internal hash_map object |
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| 65 | */ |
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| 66 | VecHashMap vec_; |
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| 67 | |
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| 68 | public: |
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| 69 | /** |
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| 70 | * Constructor |
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| 71 | */ |
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| 72 | Vector() { |
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| 73 | init_hash_map(VECTOR_EMPTY_KEY, vec_); |
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| 74 | } |
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| 75 | |
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| 76 | /** |
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| 77 | * Constructor |
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| 78 | * |
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| 79 | * @param vec Vector object |
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| 80 | */ |
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| 81 | Vector(const Vector &vec) { |
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| 82 | init_hash_map(VECTOR_EMPTY_KEY, vec_); |
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| 83 | for (VecHashMap::const_iterator it = vec.hash_map()->begin(); |
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| 84 | it != vec.hash_map()->end(); ++it) { |
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| 85 | vec_[it->first] = it->second; |
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| 86 | } |
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| 87 | } |
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| 88 | |
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| 89 | /** |
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| 90 | * Destructor |
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| 91 | */ |
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| 92 | ~Vector() { } |
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| 93 | |
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| 94 | /** |
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| 95 | * Set bucket count of internal hash_map object |
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| 96 | * |
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| 97 | * @param n bucket count |
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| 98 | * @return void |
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| 99 | */ |
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| 100 | void set_bucket_count(size_t n) { |
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| 101 | #if defined(HAVE_GOOGLE_DENSE_HASH_MAP) || defined(HAVE_EXT_HASH_MAP) |
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| 102 | vec_.resize(n); |
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| 103 | #endif |
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| 104 | } |
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| 105 | |
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| 106 | /** |
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| 107 | * Copy vector |
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| 108 | * |
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| 109 | * @param vec output vector |
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| 110 | * @return void |
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| 111 | */ |
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| 112 | void copy(Vector &vec) const { |
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| 113 | vec.clear(); |
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| 114 | for (VecHashMap::const_iterator it = vec_.begin(); |
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| 115 | it != vec_.end(); ++it) { |
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| 116 | vec.set(it->first, it->second); |
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| 117 | } |
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| 118 | } |
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| 119 | |
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| 120 | /** |
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| 121 | * Get value |
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| 122 | * |
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| 123 | * @param key key |
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| 124 | * @return VecValue value |
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| 125 | */ |
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| 126 | VecValue get(VecKey key) const { |
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| 127 | VecHashMap::const_iterator it = vec_.find(key); |
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| 128 | if (it != vec_.end()) return it->second; |
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| 129 | else return VECTOR_NULL_VALUE; |
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| 130 | } |
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| 131 | |
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| 132 | /** |
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| 133 | * Set value |
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| 134 | * |
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| 135 | * @param key key |
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| 136 | * @param value value |
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| 137 | * @return void |
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| 138 | */ |
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| 139 | void set(VecKey key, VecValue value) { |
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| 140 | vec_[key] = value; |
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| 141 | } |
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| 142 | |
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| 143 | /** |
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| 144 | * Get size of vector |
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| 145 | * |
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| 146 | * @return size_t size of vector |
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| 147 | */ |
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| 148 | size_t size() const { |
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| 149 | return vec_.size(); |
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| 150 | } |
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| 151 | |
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| 152 | /** |
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| 153 | * Clear all items in vector |
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| 154 | * |
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| 155 | * @return void |
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| 156 | */ |
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| 157 | void clear() { |
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| 158 | vec_.clear(); |
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| 159 | } |
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| 160 | |
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| 161 | /** |
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| 162 | * Get pointer of internal hash_map object |
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| 163 | * |
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| 164 | * @return const VecHashMap* pointer of hash_map object |
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| 165 | */ |
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| 166 | const VecHashMap *hash_map() const { |
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| 167 | return &vec_; |
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| 168 | } |
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| 169 | |
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| 170 | /** |
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| 171 | * Get pointer of internal hash_map object |
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| 172 | * |
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| 173 | * @return VecHashMap* pointer of hash_map object |
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| 174 | */ |
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| 175 | VecHashMap *hash_map() { |
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| 176 | return &vec_; |
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| 177 | } |
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| 178 | |
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| 179 | /** |
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| 180 | * Get items sorted by value (desc order) |
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| 181 | * |
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| 182 | * @param items sorted keys |
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| 183 | * @return void |
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| 184 | */ |
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| 185 | void sorted_items(std::vector<VecItem> &items) const; |
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| 186 | |
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| 187 | /** |
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| 188 | * Get items sorted by absolute value (desc order) |
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| 189 | * |
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| 190 | * @param items sorted keys |
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| 191 | * @return void |
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| 192 | */ |
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| 193 | void sorted_items_abs(std::vector<VecItem> &items) const; |
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| 194 | |
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| 195 | /** |
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| 196 | * Normalize the vector |
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| 197 | * |
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| 198 | * @return void |
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| 199 | */ |
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| 200 | void normalize(); |
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| 201 | |
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| 202 | /** |
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| 203 | * Resize the vector |
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| 204 | * |
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| 205 | * @param size resized size |
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| 206 | * @return void |
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| 207 | */ |
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| 208 | void resize(size_t size); |
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| 209 | |
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| 210 | /** |
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| 211 | * Calculate squared norm of the vector |
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| 212 | * |
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| 213 | * @return double squared norm of the vector |
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| 214 | */ |
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| 215 | double norm_squared() const; |
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| 216 | |
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| 217 | /** |
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| 218 | * Calculate norm of the vector |
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| 219 | * |
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| 220 | * @return double norm of the vector |
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| 221 | */ |
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| 222 | double norm() const; |
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| 223 | |
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| 224 | /** |
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| 225 | * Multiply each value of vector by constant |
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| 226 | * |
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| 227 | * @param x constant value |
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| 228 | * @return void |
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| 229 | */ |
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| 230 | void multiply_constant(double x); |
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| 231 | |
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| 232 | /** |
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| 233 | * Add other vector |
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| 234 | * |
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| 235 | * @param vec input vector |
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| 236 | * @return void |
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| 237 | */ |
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| 238 | void add_vector(const Vector &vec); |
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| 239 | |
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| 240 | /** |
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| 241 | * Delete other vector |
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| 242 | * |
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| 243 | * @param vec input vector |
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| 244 | * @return void |
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| 245 | */ |
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| 246 | void delete_vector(const Vector &vec); |
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| 247 | |
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| 248 | /** |
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| 249 | * Calculate squared euclid distance between vectors |
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| 250 | * |
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| 251 | * @param vec1 input vector |
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| 252 | * @param vec2 input vector |
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| 253 | * @return double squared distance |
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| 254 | */ |
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| 255 | static double euclid_distance_squared(const Vector &vec1, const Vector &vec2); |
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| 256 | |
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| 257 | /** |
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| 258 | * Calculate euclid distance bewteen vectors |
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| 259 | * |
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| 260 | * @param vec1 input vector |
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| 261 | * @param vec2 input vector |
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| 262 | * @return double distance |
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| 263 | */ |
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| 264 | static double euclid_distance(const Vector &vec1, const Vector &vec2); |
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| 265 | |
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| 266 | /** |
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| 267 | * Calculate inner product value between vectors |
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| 268 | * |
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| 269 | * @param vec1 input vector |
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| 270 | * @param vec2 input vector |
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| 271 | * @return double inner product value |
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| 272 | */ |
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| 273 | static double inner_product(const Vector &vec1, const Vector &vec2); |
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| 274 | |
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| 275 | /** |
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| 276 | * Calculate cosine value between vectors |
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| 277 | * |
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| 278 | * @param vec1 input vector |
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| 279 | * @param vec2 input vector |
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| 280 | * @return double cosine value |
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| 281 | */ |
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| 282 | static double cosine(const Vector &vec1, const Vector &vec2); |
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| 283 | |
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| 284 | /** |
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| 285 | * Calculate Jaccard coefficient value between vectors |
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| 286 | * |
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| 287 | * @param vec1 input vector |
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| 288 | * @param vec2 input vector |
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| 289 | * @return double jaccard coefficient value |
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| 290 | */ |
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| 291 | static double jaccard(const Vector &vec1, const Vector &vec2); |
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| 292 | |
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| 293 | /** |
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| 294 | * Output stream |
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| 295 | */ |
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| 296 | friend std::ostream &operator <<(std::ostream &os, const Vector &vec) { |
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| 297 | os.precision(4); |
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| 298 | for (VecHashMap::const_iterator it = vec.vec_.begin(); |
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| 299 | it != vec.vec_.end(); ++it) { |
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| 300 | if (it != vec.vec_.begin()) os << DELIMITER; |
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| 301 | os << it->first << DELIMITER << it->second; |
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| 302 | } |
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| 303 | return os; |
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| 304 | } |
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| 305 | }; |
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| 306 | |
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| 307 | } /* namespace bayon */ |
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| 308 | |
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| 309 | #endif |
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