author | alpar |
Mon, 08 Nov 2004 15:24:53 +0000 | |
changeset 969 | 0631847b37e5 |
parent 957 | 4dd4eaee28e7 |
child 1000 | 7f4d07047ed8 |
permissions | -rw-r--r-- |
ladanyi@942 | 1 |
#ifndef LEMON_SIMANN_H |
ladanyi@942 | 2 |
#define LEMON_SIMANN_H |
ladanyi@918 | 3 |
|
ladanyi@966 | 4 |
#include <cstdlib> |
ladanyi@966 | 5 |
#include <cmath> |
ladanyi@966 | 6 |
#include <sys/time.h> |
ladanyi@966 | 7 |
|
ladanyi@942 | 8 |
namespace lemon { |
ladanyi@918 | 9 |
|
ladanyi@942 | 10 |
const double INFTY = 1e24; |
ladanyi@918 | 11 |
|
ladanyi@942 | 12 |
class SimAnnBase { |
ladanyi@918 | 13 |
public: |
ladanyi@942 | 14 |
class Controller; |
ladanyi@942 | 15 |
private: |
ladanyi@942 | 16 |
Controller *controller; |
ladanyi@942 | 17 |
protected: |
ladanyi@942 | 18 |
double curr_cost; |
ladanyi@942 | 19 |
double prev_cost; |
ladanyi@942 | 20 |
double best_cost; |
ladanyi@918 | 21 |
|
ladanyi@942 | 22 |
virtual void mutate() = 0; |
ladanyi@942 | 23 |
virtual void revert() = 0; |
ladanyi@942 | 24 |
virtual void saveAsBest() = 0; |
ladanyi@942 | 25 |
public: |
ladanyi@942 | 26 |
SimAnnBase() { |
ladanyi@942 | 27 |
curr_cost = prev_cost = best_cost = INFTY; |
ladanyi@942 | 28 |
} |
ladanyi@957 | 29 |
void setController(Controller &_controller) { |
ladanyi@957 | 30 |
controller = &_controller; |
ladanyi@957 | 31 |
controller->setBase(this); |
ladanyi@957 | 32 |
} |
ladanyi@957 | 33 |
double getCurrCost() { return curr_cost; } |
ladanyi@957 | 34 |
double getPrevCost() { return prev_cost; } |
ladanyi@942 | 35 |
double getBestCost() { return best_cost; } |
ladanyi@942 | 36 |
void run() { |
ladanyi@966 | 37 |
controller->init(); |
ladanyi@942 | 38 |
while (controller->next()) { |
ladanyi@942 | 39 |
mutate(); |
ladanyi@957 | 40 |
if (controller->accept()) { |
ladanyi@942 | 41 |
controller->acceptEvent(); |
ladanyi@942 | 42 |
if (curr_cost < best_cost) { |
ladanyi@942 | 43 |
saveAsBest(); |
ladanyi@942 | 44 |
controller->improveEvent(); |
ladanyi@942 | 45 |
} |
ladanyi@942 | 46 |
} |
ladanyi@942 | 47 |
else { |
ladanyi@942 | 48 |
revert(); |
ladanyi@942 | 49 |
controller->rejectEvent(); |
ladanyi@942 | 50 |
} |
ladanyi@918 | 51 |
} |
ladanyi@918 | 52 |
} |
ladanyi@918 | 53 |
|
ladanyi@942 | 54 |
class Controller { |
ladanyi@942 | 55 |
public: |
ladanyi@957 | 56 |
SimAnnBase *base; |
ladanyi@966 | 57 |
virtual void init() {} |
ladanyi@942 | 58 |
virtual void acceptEvent() {} |
ladanyi@942 | 59 |
virtual void improveEvent() {} |
ladanyi@942 | 60 |
virtual void rejectEvent() {} |
ladanyi@957 | 61 |
virtual void setBase(SimAnnBase *_base) { base = _base; } |
ladanyi@942 | 62 |
virtual bool next() = 0; |
ladanyi@957 | 63 |
virtual bool accept() = 0; |
ladanyi@942 | 64 |
}; |
ladanyi@942 | 65 |
}; |
ladanyi@918 | 66 |
|
ladanyi@942 | 67 |
template <typename E> |
ladanyi@942 | 68 |
class SimAnn : public SimAnnBase { |
ladanyi@942 | 69 |
private: |
ladanyi@942 | 70 |
E *curr_ent; |
ladanyi@942 | 71 |
E *best_ent; |
ladanyi@942 | 72 |
public: |
ladanyi@957 | 73 |
SimAnn() : SimAnnBase() {} |
ladanyi@957 | 74 |
void setEntity(E &ent) { |
ladanyi@957 | 75 |
curr_ent = new E(ent); |
ladanyi@957 | 76 |
best_ent = new E(ent); |
ladanyi@942 | 77 |
} |
ladanyi@942 | 78 |
E getBestEntity() { return *best_ent; } |
ladanyi@942 | 79 |
void mutate() { |
ladanyi@942 | 80 |
curr_ent->mutate(); |
ladanyi@942 | 81 |
} |
ladanyi@942 | 82 |
void revert() { |
ladanyi@942 | 83 |
curr_ent->revert(); |
ladanyi@942 | 84 |
} |
ladanyi@942 | 85 |
void saveAsBest() { |
ladanyi@942 | 86 |
*best_ent = *curr_ent; |
ladanyi@942 | 87 |
best_cost = curr_cost; |
ladanyi@942 | 88 |
} |
ladanyi@942 | 89 |
}; |
ladanyi@942 | 90 |
|
ladanyi@956 | 91 |
class EntitySkeleton { |
ladanyi@942 | 92 |
public: |
ladanyi@966 | 93 |
/*! \brief Makes a minor change to the entity. |
ladanyi@966 | 94 |
* \return the new cost |
ladanyi@966 | 95 |
*/ |
ladanyi@942 | 96 |
double mutate() { return 0.0; } |
ladanyi@966 | 97 |
/*! \brief Restores the entity to its previous state i.e. reverts the |
ladanyi@966 | 98 |
* effects of the last mutate. |
ladanyi@966 | 99 |
*/ |
ladanyi@942 | 100 |
void revert() {} |
ladanyi@942 | 101 |
}; |
ladanyi@942 | 102 |
|
ladanyi@966 | 103 |
/*! \brief A simple controller for the simulated annealing class. |
ladanyi@966 | 104 |
* \todo Find a way to set the various parameters. |
ladanyi@966 | 105 |
*/ |
ladanyi@956 | 106 |
class SimpleController : public SimAnnBase::Controller { |
ladanyi@956 | 107 |
public: |
ladanyi@956 | 108 |
long iter, last_impr, max_iter, max_no_impr; |
ladanyi@956 | 109 |
double temp, annealing_factor; |
ladanyi@957 | 110 |
SimpleController() { |
ladanyi@956 | 111 |
iter = last_impr = 0; |
ladanyi@956 | 112 |
max_iter = 500000; |
ladanyi@956 | 113 |
max_no_impr = 20000; |
ladanyi@956 | 114 |
annealing_factor = 0.9999; |
ladanyi@956 | 115 |
temp = 1000; |
ladanyi@956 | 116 |
} |
ladanyi@956 | 117 |
void acceptEvent() { |
ladanyi@956 | 118 |
iter++; |
ladanyi@956 | 119 |
} |
ladanyi@956 | 120 |
void improveEvent() { |
ladanyi@956 | 121 |
last_impr = iter; |
ladanyi@956 | 122 |
} |
ladanyi@956 | 123 |
void rejectEvent() { |
ladanyi@956 | 124 |
iter++; |
ladanyi@956 | 125 |
} |
ladanyi@956 | 126 |
bool next() { |
ladanyi@956 | 127 |
temp *= annealing_factor; |
ladanyi@956 | 128 |
bool quit = (iter > max_iter) || (iter - last_impr > max_no_impr); |
ladanyi@956 | 129 |
return !quit; |
ladanyi@956 | 130 |
} |
ladanyi@957 | 131 |
bool accept() { |
ladanyi@966 | 132 |
return (drand48() <= exp(base->getPrevCost() - base->getCurrCost() / |
ladanyi@966 | 133 |
temp)); |
ladanyi@966 | 134 |
} |
ladanyi@966 | 135 |
}; |
ladanyi@966 | 136 |
|
ladanyi@966 | 137 |
/*! \brief A controller with preset running time for the simulated annealing |
ladanyi@966 | 138 |
* class. |
ladanyi@966 | 139 |
* \todo Find a better name. |
ladanyi@966 | 140 |
*/ |
ladanyi@966 | 141 |
class AdvancedController : public SimAnnBase::Controller { |
ladanyi@966 | 142 |
private: |
ladanyi@966 | 143 |
double threshold() { return 0.0; } |
ladanyi@966 | 144 |
public: |
ladanyi@966 | 145 |
double alpha; |
ladanyi@966 | 146 |
double temp; |
ladanyi@966 | 147 |
double avg_cost; |
ladanyi@966 | 148 |
double start_time, end_time; |
ladanyi@966 | 149 |
void init() { |
ladanyi@966 | 150 |
timeval tv; |
ladanyi@966 | 151 |
gettimeofday(&tv, 0); |
ladanyi@966 | 152 |
start_time = tv.tv_sec + double(tv.tv_usec) / 1e6; |
ladanyi@966 | 153 |
} |
ladanyi@966 | 154 |
void acceptEvent() { |
ladanyi@966 | 155 |
avg_cost = alpha * base->getCurrCost() + (1.0 - alpha) * avg_cost; |
ladanyi@966 | 156 |
} |
ladanyi@966 | 157 |
void improveEvent() { |
ladanyi@966 | 158 |
} |
ladanyi@966 | 159 |
void rejectEvent() { |
ladanyi@966 | 160 |
} |
ladanyi@966 | 161 |
bool next() { |
ladanyi@966 | 162 |
// abs(avg_cost - base->getBestCost()) |
ladanyi@966 | 163 |
// ha nagy: cooling factor novelese |
ladanyi@966 | 164 |
// ha kicsi: homerseklet novelese |
ladanyi@966 | 165 |
// de mennyivel? |
ladanyi@966 | 166 |
timeval tv; |
ladanyi@966 | 167 |
gettimeofday(&tv, 0); |
ladanyi@966 | 168 |
double elapsed_time = tv.tv_sec + double(tv.tv_usec) / 1e6 - start_time; |
ladanyi@966 | 169 |
return elapsed_time < end_time; |
ladanyi@966 | 170 |
} |
ladanyi@966 | 171 |
bool accept() { |
ladanyi@966 | 172 |
return (drand48() <= exp(base->getPrevCost() - base->getCurrCost() / |
ladanyi@966 | 173 |
temp)); |
ladanyi@956 | 174 |
} |
ladanyi@956 | 175 |
}; |
ladanyi@956 | 176 |
|
ladanyi@942 | 177 |
} |
ladanyi@918 | 178 |
|
ladanyi@918 | 179 |
#endif |