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mo/tutorial/Lesson5/testILS.cpp
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230
mo/tutorial/Lesson5/testILS.cpp
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//-----------------------------------------------------------------------------
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/** testILS.cpp
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*
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* SV - 12/01/10
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* JH - 04/05/10
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*
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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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#include <ga/eoBitOp.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 <neighborhood/moOrderNeighborhood.h>
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//Mutation
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#include <eoSwapMutation.h>
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//Algorithm and its components
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#include <algo/moTS.h>
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#include <algo/moILS.h>
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//mo eval
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#include <eval/moFullEvalByCopy.h>
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#include <perturb/moMonOpPerturb.h>
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#include <perturb/moRestartPerturb.h>
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#include <perturb/moNeighborhoodPerturb.h>
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#include <acceptCrit/moAlwaysAcceptCrit.h>
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#include <acceptCrit/moBetterAcceptCrit.h>
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#include <continuator/moIterContinuator.h>
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// REPRESENTATION
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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 moOrderNeighborhood<shiftNeighbor> orderShiftNeighborhood; //order shift Neighborhood (Indexed)
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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 aways 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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* Full evaluation 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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* Initializer of a 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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* Declare and init solutions
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*
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* ========================================================= */
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Queen sol1;
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Queen sol2;
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Queen sol3;
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//random initialization
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init(sol1);
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init(sol2);
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init(sol3);
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//evaluation
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fullEval(sol1);
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fullEval(sol2);
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fullEval(sol3);
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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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/* =========================================================
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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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orderShiftNeighborhood orderShiftNH((vecSize-1) * (vecSize-1));
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/* =========================================================
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*
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* the local search algorithms
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*
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* ========================================================= */
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//Basic Constructor of the Tabu Search
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moTS<shiftNeighbor> ts(orderShiftNH, fullEval, shiftEval, 1, 7);
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eoSwapMutation<Queen> mut;
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//Basic Constructor of the Iterated Local Search
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moILS<shiftNeighbor> localSearch1(ts, fullEval, mut, 3);
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//Simple Constructor of the Iterated Local Search
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//Be carefull, template of the continuator must be a dummyNeighbor!!!
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moIterContinuator<moDummyNeighbor<Queen> > cont(4, false);
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moILS<shiftNeighbor> localSearch2(ts, fullEval, mut, cont);
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//General Constructor of the Iterated Local Search
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moMonOpPerturb<shiftNeighbor> perturb(mut, fullEval);
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moSolComparator<Queen> solComp;
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moBetterAcceptCrit<shiftNeighbor> accept(solComp);
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moILS<shiftNeighbor> localSearch3(ts, fullEval, cont, perturb, accept);
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std::cout << "Iterated Local Search 1:" << std::endl;
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std::cout << "--------------" << std::endl;
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std::cout << "initial: " << sol1 << std::endl ;
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localSearch1(sol1);
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std::cout << "final: " << sol1 << std::endl << std::endl;
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std::cout << "Iterated Local Search 2:" << std::endl;
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std::cout << "--------------" << std::endl;
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std::cout << "initial: " << sol2 << std::endl ;
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localSearch2(sol2);
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std::cout << "final: " << sol2 << std::endl << std::endl;
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std::cout << "Iterated Local Search 3:" << std::endl;
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std::cout << "--------------" << std::endl;
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std::cout << "initial: " << sol3 << std::endl ;
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localSearch3(sol3);
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std::cout << "final: " << sol3 << std::endl << 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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