1 | #ifndef LEMON_SIMANN_H |
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2 | #define LEMON_SIMANN_H |
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3 | |
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4 | #include <cstdlib> |
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5 | #include <cmath> |
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6 | #include <sys/time.h> |
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7 | |
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8 | namespace lemon { |
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9 | |
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10 | const double INFTY = 1e24; |
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11 | |
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12 | class SimAnnBase { |
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13 | public: |
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14 | class Controller; |
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15 | private: |
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16 | Controller *controller; |
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17 | protected: |
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18 | double curr_cost; |
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19 | double prev_cost; |
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20 | double best_cost; |
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21 | |
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22 | virtual void mutate() = 0; |
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23 | virtual void revert() = 0; |
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24 | virtual void saveAsBest() = 0; |
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25 | public: |
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26 | SimAnnBase() { |
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27 | curr_cost = prev_cost = best_cost = INFTY; |
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28 | } |
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29 | void setController(Controller &_controller) { |
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30 | controller = &_controller; |
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31 | controller->setBase(this); |
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32 | } |
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33 | double getCurrCost() { return curr_cost; } |
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34 | double getPrevCost() { return prev_cost; } |
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35 | double getBestCost() { return best_cost; } |
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36 | void run() { |
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37 | controller->init(); |
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38 | while (controller->next()) { |
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39 | mutate(); |
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40 | if (controller->accept()) { |
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41 | controller->acceptEvent(); |
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42 | if (curr_cost < best_cost) { |
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43 | saveAsBest(); |
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44 | controller->improveEvent(); |
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45 | } |
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46 | } |
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47 | else { |
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48 | revert(); |
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49 | controller->rejectEvent(); |
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50 | } |
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51 | } |
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52 | } |
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53 | |
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54 | class Controller { |
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55 | public: |
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56 | SimAnnBase *base; |
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57 | virtual void init() {} |
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58 | virtual void acceptEvent() {} |
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59 | virtual void improveEvent() {} |
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60 | virtual void rejectEvent() {} |
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61 | virtual void setBase(SimAnnBase *_base) { base = _base; } |
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62 | virtual bool next() = 0; |
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63 | virtual bool accept() = 0; |
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64 | }; |
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65 | }; |
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66 | |
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67 | template <typename E> |
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68 | class SimAnn : public SimAnnBase { |
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69 | private: |
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70 | E *curr_ent; |
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71 | E *best_ent; |
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72 | public: |
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73 | SimAnn() : SimAnnBase() {} |
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74 | void setEntity(E &ent) { |
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75 | curr_ent = new E(ent); |
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76 | best_ent = new E(ent); |
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77 | } |
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78 | E getBestEntity() { return *best_ent; } |
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79 | void mutate() { |
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80 | curr_ent->mutate(); |
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81 | } |
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82 | void revert() { |
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83 | curr_ent->revert(); |
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84 | } |
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85 | void saveAsBest() { |
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86 | *best_ent = *curr_ent; |
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87 | best_cost = curr_cost; |
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88 | } |
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89 | }; |
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90 | |
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91 | class EntitySkeleton { |
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92 | public: |
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93 | /*! \brief Makes a minor change to the entity. |
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94 | * \return the new cost |
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95 | */ |
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96 | double mutate() { return 0.0; } |
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97 | /*! \brief Restores the entity to its previous state i.e. reverts the |
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98 | * effects of the last mutate. |
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99 | */ |
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100 | void revert() {} |
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101 | }; |
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102 | |
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103 | /*! \brief A simple controller for the simulated annealing class. |
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104 | * \todo Find a way to set the various parameters. |
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105 | */ |
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106 | class SimpleController : public SimAnnBase::Controller { |
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107 | public: |
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108 | long iter, last_impr, max_iter, max_no_impr; |
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109 | double temp, annealing_factor; |
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110 | SimpleController() { |
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111 | iter = last_impr = 0; |
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112 | max_iter = 500000; |
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113 | max_no_impr = 20000; |
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114 | annealing_factor = 0.9999; |
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115 | temp = 1000; |
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116 | } |
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117 | void acceptEvent() { |
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118 | iter++; |
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119 | } |
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120 | void improveEvent() { |
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121 | last_impr = iter; |
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122 | } |
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123 | void rejectEvent() { |
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124 | iter++; |
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125 | } |
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126 | bool next() { |
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127 | temp *= annealing_factor; |
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128 | bool quit = (iter > max_iter) || (iter - last_impr > max_no_impr); |
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129 | return !quit; |
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130 | } |
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131 | bool accept() { |
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132 | return (drand48() <= exp(base->getPrevCost() - base->getCurrCost() / |
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133 | temp)); |
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134 | } |
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135 | }; |
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136 | |
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137 | /*! \brief A controller with preset running time for the simulated annealing |
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138 | * class. |
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139 | * \todo Find a better name. |
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140 | */ |
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141 | class AdvancedController : public SimAnnBase::Controller { |
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142 | private: |
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143 | double threshold() { return 0.0; } |
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144 | public: |
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145 | double alpha; |
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146 | double temp; |
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147 | double avg_cost; |
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148 | double start_time, end_time; |
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149 | void init() { |
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150 | timeval tv; |
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151 | gettimeofday(&tv, 0); |
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152 | start_time = tv.tv_sec + double(tv.tv_usec) / 1e6; |
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153 | } |
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154 | void acceptEvent() { |
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155 | avg_cost = alpha * base->getCurrCost() + (1.0 - alpha) * avg_cost; |
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156 | } |
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157 | void improveEvent() { |
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158 | } |
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159 | void rejectEvent() { |
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160 | } |
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161 | bool next() { |
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162 | // abs(avg_cost - base->getBestCost()) |
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163 | // ha nagy: cooling factor novelese |
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164 | // ha kicsi: homerseklet novelese |
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165 | // de mennyivel? |
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166 | timeval tv; |
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167 | gettimeofday(&tv, 0); |
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168 | double elapsed_time = tv.tv_sec + double(tv.tv_usec) / 1e6 - start_time; |
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169 | return elapsed_time < end_time; |
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170 | } |
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171 | bool accept() { |
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172 | return (drand48() <= exp(base->getPrevCost() - base->getCurrCost() / |
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173 | temp)); |
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174 | } |
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175 | }; |
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176 | |
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177 | } |
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178 | |
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179 | #endif |
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