small improvements
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3 changed files with 89 additions and 47 deletions
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@ -10,7 +10,7 @@
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#include <utils/eoParser.h> // eoParser
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#include <eoPop.h> // eoPop
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#include <eoEvalFuncPtr.h> // eoEvalFunc
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#include <eoStochTournament.h> // eoStochTournament
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#include <eoStochTournament.h> // eoStochTournament
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#include <eoGenContinue.h> // eoGenContinue
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#include <eoFitContinue.h> // eoFitContinue
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#include <eoCombinedContinue.h> // eoCombinedContinue
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@ -32,8 +32,8 @@ unsigned in, out, hidden;
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eoValueParam<unsigned> pop_size(10, "pop_size", "population size", 'p');
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eoValueParam<unsigned> generations(10, "generations", "number of generation", 'g');
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eoValueParam<double> mut_rate(0.1, "mut_rate", "mutation rate", 'm');
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eoValueParam<double> xover_rate(0.1, "xover_rate", "default crossover rate", 'x');
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eoValueParam<double> mut_rate(0.25, "mut_rate", "mutation rate", 'm');
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eoValueParam<double> xover_rate(0.25, "xover_rate", "default crossover rate", 'x');
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eoValueParam<string> file("", "file", "common start of patterns filenames *.trn *.val and *.tst", 'f');
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eoValueParam<unsigned> hiddenp(0, "hidden", "number of neurons in hidden layer", 'd');
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@ -165,11 +165,9 @@ void ga()
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evaluator,
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checkpoint);
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cout << pop << endl;
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sga(pop);
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cout << pop << endl;
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cout << "best: " << *max_element(pop.begin(), pop.end()) << endl;
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}
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//-----------------------------------------------------------------------------
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@ -34,8 +34,8 @@ eoValueParam<unsigned> pop_size(16, "pop_size", "population size", 'p');
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eoValueParam<unsigned> generations(100, "generations", "number of generation", 'g');
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eoValueParam<double> mut_rate(0.1, "mut_rate", "mutation rate", 'm');
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eoValueParam<double> xover_rate(0.5, "xover_rate", "default crossover rate", 'x');
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eoValueParam<unsigned> col_p(8, "number_of_colors", "number of colors", 'c');
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eoValueParam<unsigned> len_p(8, "solution_legth", "solution legth", 'l');
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eoValueParam<unsigned> col_p(default_colors, "colors", "number of colors", 'c');
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eoValueParam<unsigned> len_p(default_length, "legth", "solution legth", 'l');
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eoValueParam<string> sol_p(default_solution, "solution", "problem solution", 's');
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//-----------------------------------------------------------------------------
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@ -88,7 +88,6 @@ void arg(int argc, char** argv)
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}
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init_eoChromEvaluator(col_p.value(), len_p.value(), sol_p.value());
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solution.fitness(eoChromEvaluator(solution));
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}
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//-----------------------------------------------------------------------------
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@ -35,38 +35,8 @@ typedef eoFixedLength<phenotype, int> Chrom;
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// eoChromEvaluator
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//-----------------------------------------------------------------------------
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const unsigned default_size = 8;
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const string default_solution = "01234567";
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// const unsigned points_per_black = 3, points_per_white = 1;
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Chrom solution;
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unsigned num_colors;
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void init_eoChromEvaluator(const unsigned& c, const unsigned& l, string s)
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{
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num_colors = c;
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// generate a random solution
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if (s == default_solution || s.size() != l)
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{
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uniform_generator<char> color('0', static_cast<char>('0' + num_colors));
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s.resize(l);
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generate(s.begin(), s.end(), color);
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}
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// check solution
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for (unsigned i = 0; i < solution.size(); ++i)
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if (solution[i] >= num_colors)
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{
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cerr << "too high color number found!" << endl;
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exit(EXIT_FAILURE);
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}
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solution.resize(s.size());
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for (unsigned i = 0; i < solution.size(); ++i)
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solution[i] = s[i] - '0';
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}
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const unsigned points_per_black = 3, points_per_white = 1;
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phenotype eoChromEvaluator(const Chrom& chrom)
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{
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@ -95,6 +65,61 @@ phenotype eoChromEvaluator(const Chrom& chrom)
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return black * chrom.size() + white;
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};
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const unsigned default_length = 8;
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const unsigned default_colors = 8;
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const string default_solution = "01234567";
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unsigned num_colors;
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void init_eoChromEvaluator(const unsigned& c, const unsigned& l, string s)
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{
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num_colors = c;
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// check consistency between parameters
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if (s != default_solution)
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{
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// check length
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if (l != default_length && s.size() != l)
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{
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cerr << "solution length != length" << endl;
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exit(EXIT_FAILURE);
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}
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// check number of colors
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if (c != default_colors && c < *max_element(s.begin(), s.end()) - '0')
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{
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cerr << "too high color number found!" << endl;
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exit(EXIT_FAILURE);
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}
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}
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else
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if (l != default_length || c != default_colors )
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// generate a random solution
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if(num_colors <= 10)
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{
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uniform_generator<char> color('0', static_cast<char>('0' + c));
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s.resize(l);
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generate(s.begin(), s.end(), color);
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}
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// put the solution parameter on the solution chromosome
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if (num_colors <= 10)
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{
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solution.resize(s.size());
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for (unsigned i = 0; i < solution.size(); ++i)
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solution[i] = s[i] - '0';
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}
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else
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{
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solution.resize(l);
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uniform_generator<int> color(0, num_colors);
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generate(solution.begin(), solution.end(), color);
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}
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solution.fitness(eoChromEvaluator(solution));
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}
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//-----------------------------------------------------------------------------
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// eoChromInit
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//-----------------------------------------------------------------------------
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@ -117,17 +142,37 @@ public:
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class eoChromMutation: public eoMonOp<Chrom>
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{
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// two changes in one mutation :(
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// many operators in one :(
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void operator()(Chrom& chrom)
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{
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uniform_generator<unsigned> what(0, 2);
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uniform_generator<unsigned> position(0, chrom.size());
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// random gene change
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uniform_generator<int> color(0, num_colors);
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chrom[position()] = color();
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// random gene swap
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swap(chrom[position()], chrom[position()]);
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switch(what())
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{
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case 0:
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{
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cout << "mutation" << endl;
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// gene change
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uniform_generator<int> color(0, num_colors);
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chrom[position()] = color();
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break;
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}
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case 1:
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{
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cout << "transposition" << endl;
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// transposition
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swap(chrom[position()], chrom[position()]);
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break;
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}
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default:
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{
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cerr << "unknown operator!" << endl;
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exit(EXIT_FAILURE);
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break;
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}
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}
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chrom.invalidate();
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}
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