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mo/tutorial/Lesson9/CMakeLists.txt
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mo/tutorial/Lesson9/CMakeLists.txt
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# Lesson 9
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######################################################################################
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### 0) Define files
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######################################################################################
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set(files VNS)
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######################################################################################
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### 1) Create the lesson
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######################################################################################
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add_lesson(mo Lesson9 "${files}")
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######################################################################################
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### 2) Include dependencies
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######################################################################################
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include_directories(${EO_SRC_DIR}/src
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${MO_SRC_DIR}/src
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${PROBLEMS_SRC_DIR})
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288
mo/tutorial/Lesson9/VNS.cpp
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mo/tutorial/Lesson9/VNS.cpp
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//-----------------------------------------------------------------------------
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/** VNS.cpp
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*
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* SV - 20/08/10
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* JH - 20/08/10
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*/
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//-----------------------------------------------------------------------------
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// standard includes
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#define HAVE_SSTREAM
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#include <stdexcept> // runtime_error
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#include <iostream> // cout
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#include <sstream> // ostrstream, istrstream
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#include <fstream>
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#include <string.h>
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// the general include for eo
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#include <eo>
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#include <ga.h>
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using namespace std;
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//-----------------------------------------------------------------------------
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//Representation and initializer
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#include <eoInt.h>
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#include <eoInit.h>
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#include <eoScalarFitness.h>
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// fitness function
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#include <eval/queenEval.h>
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#include <eval/moFullEvalByModif.h>
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#include <eval/moFullEvalByCopy.h>
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//Neighbors and Neighborhoods
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#include <problems/permutation/moShiftNeighbor.h>
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#include <problems/permutation/moIndexedSwapNeighbor.h>
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#include <neighborhood/moIndexNeighbor.h>
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#include <neighborhood/moRndWithoutReplNeighborhood.h>
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#include <neighborhood/moOrderNeighborhood.h>
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#include <explorer/moVNSexplorer.h>
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#include <neighborhood/moBackwardVectorVNSelection.h>
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#include <neighborhood/moForwardVectorVNSelection.h>
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#include <neighborhood/moRndVectorVNSelection.h>
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//Algorithm and its components
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#include <coolingSchedule/moCoolingSchedule.h>
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#include <algo/moSimpleHC.h>
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#include <algo/moLocalSearch.h>
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#include <algo/moVNS.h>
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//#include <algo/moSimpleVNS.h>
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#include <continuator/moTimeContinuator.h>
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//comparator
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#include <comparator/moSolNeighborComparator.h>
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//continuators
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#include <continuator/moTrueContinuator.h>
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#include <continuator/moCheckpoint.h>
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#include <continuator/moFitnessStat.h>
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#include <utils/eoFileMonitor.h>
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#include <continuator/moCounterMonitorSaver.h>
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#include <eoSwapMutation.h>
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#include <eoShiftMutation.h>
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#include <acceptCrit/moBetterAcceptCrit.h>
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#include <acceptCrit/moAlwaysAcceptCrit.h>
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//-----------------------------------------------------------------------------
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// Define types of the representation solution, different neighbors and neighborhoods
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//-----------------------------------------------------------------------------
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typedef eoInt<eoMinimizingFitness> Queen; //Permutation (Queen's problem representation)
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typedef moShiftNeighbor<Queen> shiftNeighbor; //shift Neighbor
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typedef moIndexedSwapNeighbor <Queen> swapNeighbor;
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typedef moIndexNeighbor<Queen> indexNeighbor;
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typedef moRndWithoutReplNeighborhood<shiftNeighbor> shiftNeighborhood; //rnd shift Neighborhood (Indexed)
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typedef moRndWithoutReplNeighborhood<swapNeighbor> swapNeighborhood;
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void main_function(int argc, char **argv)
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{
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/* =========================================================
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*
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* Parameters
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*
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* ========================================================= */
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// First define a parser from the command-line arguments
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eoParser parser(argc, argv);
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// For each parameter, define Parameter, read it through the parser,
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// and assign the value to the variable
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eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
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parser.processParam( seedParam );
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unsigned seed = seedParam.value();
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// description of genotype
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eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
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parser.processParam( vecSizeParam, "Representation" );
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unsigned vecSize = vecSizeParam.value();
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// the name of the "status" file where all actual parameter values will be saved
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string str_status = parser.ProgramName() + ".status"; // default value
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eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
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parser.processParam( statusParam, "Persistence" );
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// do the following AFTER ALL PARAMETERS HAVE BEEN PROCESSED
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// i.e. in case you need parameters somewhere else, postpone these
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if (parser.userNeedsHelp()) {
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parser.printHelp(cout);
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exit(1);
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}
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if (statusParam.value() != "") {
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ofstream os(statusParam.value().c_str());
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os << parser;// and you can use that file as parameter file
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}
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/* =========================================================
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*
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* Random seed
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*
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* ========================================================= */
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//reproducible random seed: if you don't change SEED above,
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// you'll always get the same result, NOT a random run
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rng.reseed(seed);
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/* =========================================================
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*
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* Eval fitness function
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*
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* ========================================================= */
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queenEval<Queen> fullEval;
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/* =========================================================
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*
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* Initilisation of the solution
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*
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* ========================================================= */
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eoInitPermutation<Queen> init(vecSize);
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/* =========================================================
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*
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* evaluation of a neighbor solution
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*
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* ========================================================= */
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moFullEvalByCopy<shiftNeighbor> shiftEval(fullEval);
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moFullEvalByCopy<swapNeighbor> swapEval(fullEval);
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/* =========================================================
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*
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* the neighborhood of a solution
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*
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* ========================================================= */
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shiftNeighborhood shiftNH((vecSize-1) * (vecSize-1));
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swapNeighborhood swapNH(vecSize * (vecSize-1) / 2);
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/* =========================================================
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*
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* the local search algorithm
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*
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* ========================================================= */
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moSimpleHC<shiftNeighbor> ls1(shiftNH, fullEval, shiftEval);
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moSimpleHC<swapNeighbor> ls2(swapNH, fullEval, swapEval);
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eoSwapMutation<Queen> swapMut;
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eoShiftMutation<Queen> shiftMut;
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// moForwardVectorVNSelection<Queen> selectNH(ls1, shiftMut, true);
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// moBackwardVectorVNSelection<Queen> selectNH(ls1, shiftMut, true);
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moRndVectorVNSelection<Queen> selectNH(ls1, shiftMut, true);
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selectNH.add(ls2, swapMut);
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moAlwaysAcceptCrit<shiftNeighbor> acceptCrit;
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// moVNSexplorer<shiftNeighbor> explorer(selectNH, acceptCrit);
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moTimeContinuator<shiftNeighbor> cont(3);
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// moLocalSearch<shiftNeighbor> vns(explorer, cont, fullEval);
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moVNS<shiftNeighbor> vns(selectNH, acceptCrit, fullEval, cont);
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/* moSimpleVNS<shiftNeighbor> svns(ls1, shiftMut, fullEval, cont);
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svns.add(ls2, swapMut);*/
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/* =========================================================
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*
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* execute the local search from random solution
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*
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* ========================================================= */
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Queen sol;
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init(sol);
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fullEval(sol);
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std::cout << "#########################################" << std::endl;
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std::cout << "initial sol: " << sol << std::endl ;
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vns(sol);
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std::cout << "final sol: " << sol << std::endl ;
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std::cout << "#########################################" << std::endl;
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init(sol);
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fullEval(sol);
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std::cout << "#########################################" << std::endl;
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std::cout << "initial sol: " << sol << std::endl ;
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//svns(sol);
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std::cout << "final sol: " << sol << std::endl ;
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std::cout << "#########################################" << std::endl;
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//
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//
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// /* =========================================================
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// *
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// * the cooling schedule of the process
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// *
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// * ========================================================= */
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//
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// // initial temp, factor of decrease, number of steps without decrease, final temp.
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// moSimpleCoolingSchedule<Queen> coolingSchedule(1, 0.9, 100, 0.01);
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//
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// /* =========================================================
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// *
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// * Comparator of neighbors
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// *
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// * ========================================================= */
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//
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// moSolNeighborComparator<shiftNeighbor> solComparator;
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//
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// /* =========================================================
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// *
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// * Example of Checkpointing
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// *
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// * ========================================================= */
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//
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// moTrueContinuator<shiftNeighbor> continuator;//always continue
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// moCheckpoint<shiftNeighbor> checkpoint(continuator);
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// moFitnessStat<Queen> fitStat;
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// checkpoint.add(fitStat);
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// eoFileMonitor monitor("fitness.out", "");
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// moCounterMonitorSaver countMon(100, monitor);
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// checkpoint.add(countMon);
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// monitor.add(fitStat);
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//
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// //moSA<shiftNeighbor> localSearch2(rndShiftNH, fullEval, shiftEval, coolingSchedule, solComparator, checkpoint);
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//
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// init(solution2);
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//
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// fullEval(solution2);
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//
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// std::cout << "#########################################" << std::endl;
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// std::cout << "initial solution2: " << solution2 << std::endl ;
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//
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// //localSearch2(solution2);
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//
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// std::cout << "final solution2: " << solution2 << std::endl ;
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// std::cout << "#########################################" << std::endl;
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}
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// A main that catches the exceptions
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int main(int argc, char **argv)
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{
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try {
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main_function(argc, argv);
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}
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catch (exception& e) {
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cout << "Exception: " << e.what() << '\n';
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}
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return 1;
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}
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