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[yul-phaser] Population: Customizable chromosome length in makeRandom()
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@ -15,6 +15,8 @@
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along with solidity. If not, see <http://www.gnu.org/licenses/>.
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along with solidity. If not, see <http://www.gnu.org/licenses/>.
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*/
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*/
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#include <test/yulPhaser/Common.h>
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#include <tools/yulPhaser/Chromosome.h>
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#include <tools/yulPhaser/Chromosome.h>
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#include <tools/yulPhaser/Population.h>
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#include <tools/yulPhaser/Population.h>
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#include <tools/yulPhaser/Program.h>
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#include <tools/yulPhaser/Program.h>
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@ -106,10 +108,59 @@ BOOST_FIXTURE_TEST_CASE(constructor_should_copy_chromosomes_and_not_compute_fitn
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BOOST_TEST(all_of(population.individuals().begin(), population.individuals().end(), fitnessNotSet));
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BOOST_TEST(all_of(population.individuals().begin(), population.individuals().end(), fitnessNotSet));
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}
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}
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BOOST_FIXTURE_TEST_CASE(makeRandom_should_get_chromosome_lengths_from_specified_generator, PopulationFixture)
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{
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size_t chromosomeCount = 30;
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size_t maxLength = 5;
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assert(chromosomeCount % maxLength == 0);
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auto nextLength = [counter = 0, maxLength]() mutable { return counter++ % maxLength; };
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auto population = Population::makeRandom(m_program, chromosomeCount, nextLength);
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// We can't rely on the order since the population sorts its chromosomes immediately but
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// we can check the number of occurrences of each length.
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for (size_t length = 0; length < maxLength; ++length)
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BOOST_TEST(
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count_if(
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population.individuals().begin(),
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population.individuals().end(),
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[&length](auto const& individual) { return individual.chromosome.length() == length; }
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) == chromosomeCount / maxLength
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);
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}
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BOOST_FIXTURE_TEST_CASE(makeRandom_should_get_chromosome_lengths_from_specified_range, PopulationFixture)
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{
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auto population = Population::makeRandom(m_program, 100, 5, 10);
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BOOST_TEST(all_of(
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population.individuals().begin(),
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population.individuals().end(),
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[](auto const& individual){ return 5 <= individual.chromosome.length() && individual.chromosome.length() <= 10; }
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));
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}
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BOOST_FIXTURE_TEST_CASE(makeRandom_should_use_random_chromosome_length, PopulationFixture)
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{
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SimulationRNG::reset(1);
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constexpr int populationSize = 200;
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constexpr int minLength = 5;
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constexpr int maxLength = 10;
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constexpr double relativeTolerance = 0.05;
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auto population = Population::makeRandom(m_program, populationSize, minLength, maxLength);
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vector<size_t> samples = chromosomeLengths(population);
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const double expectedValue = (maxLength + minLength) / 2.0;
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const double variance = ((maxLength - minLength + 1) * (maxLength - minLength + 1) - 1) / 12.0;
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BOOST_TEST(abs(mean(samples) - expectedValue) < expectedValue * relativeTolerance);
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BOOST_TEST(abs(meanSquaredError(samples, expectedValue) - variance) < variance * relativeTolerance);
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}
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BOOST_FIXTURE_TEST_CASE(makeRandom_should_return_population_with_random_chromosomes, PopulationFixture)
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BOOST_FIXTURE_TEST_CASE(makeRandom_should_return_population_with_random_chromosomes, PopulationFixture)
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{
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{
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auto population1 = Population::makeRandom(m_program, 100);
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auto population1 = Population::makeRandom(m_program, 100, 30, 30);
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auto population2 = Population::makeRandom(m_program, 100);
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auto population2 = Population::makeRandom(m_program, 100, 30, 30);
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BOOST_TEST(population1.individuals().size() == 100);
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BOOST_TEST(population1.individuals().size() == 100);
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BOOST_TEST(population2.individuals().size() == 100);
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BOOST_TEST(population2.individuals().size() == 100);
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@ -127,7 +178,7 @@ BOOST_FIXTURE_TEST_CASE(makeRandom_should_return_population_with_random_chromoso
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BOOST_FIXTURE_TEST_CASE(makeRandom_should_not_compute_fitness, PopulationFixture)
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BOOST_FIXTURE_TEST_CASE(makeRandom_should_not_compute_fitness, PopulationFixture)
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{
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{
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auto population = Population::makeRandom(m_program, 5);
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auto population = Population::makeRandom(m_program, 3, 5, 10);
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BOOST_TEST(all_of(population.individuals().begin(), population.individuals().end(), fitnessNotSet));
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BOOST_TEST(all_of(population.individuals().begin(), population.individuals().end(), fitnessNotSet));
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}
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}
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@ -135,7 +186,7 @@ BOOST_FIXTURE_TEST_CASE(makeRandom_should_not_compute_fitness, PopulationFixture
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BOOST_FIXTURE_TEST_CASE(run_should_evaluate_fitness, PopulationFixture)
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BOOST_FIXTURE_TEST_CASE(run_should_evaluate_fitness, PopulationFixture)
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{
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{
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stringstream output;
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stringstream output;
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auto population = Population::makeRandom(m_program, 5);
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auto population = Population::makeRandom(m_program, 5, 5, 10);
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assert(all_of(population.individuals().begin(), population.individuals().end(), fitnessNotSet));
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assert(all_of(population.individuals().begin(), population.individuals().end(), fitnessNotSet));
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population.run(1, output);
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population.run(1, output);
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@ -55,15 +55,33 @@ Population::Population(Program _program, vector<Chromosome> const& _chromosomes)
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m_individuals.push_back({chromosome});
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m_individuals.push_back({chromosome});
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}
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}
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Population Population::makeRandom(Program _program, size_t _size)
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Population Population::makeRandom(
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Program _program,
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size_t _size,
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function<size_t()> _chromosomeLengthGenerator
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)
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{
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{
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vector<Individual> individuals;
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vector<Individual> individuals;
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for (size_t i = 0; i < _size; ++i)
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for (size_t i = 0; i < _size; ++i)
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individuals.push_back({Chromosome::makeRandom(randomChromosomeLength())});
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individuals.push_back({Chromosome::makeRandom(_chromosomeLengthGenerator())});
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return Population(move(_program), individuals);
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return Population(move(_program), individuals);
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}
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}
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Population Population::makeRandom(
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Program _program,
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size_t _size,
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size_t _minChromosomeLength,
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size_t _maxChromosomeLength
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)
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{
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return makeRandom(
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move(_program),
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_size,
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std::bind(uniformChromosomeLength, _minChromosomeLength, _maxChromosomeLength)
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);
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}
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size_t Population::measureFitness(Chromosome const& _chromosome, Program const& _program)
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size_t Population::measureFitness(Chromosome const& _chromosome, Program const& _program)
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{
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{
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Program programCopy = _program;
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Program programCopy = _program;
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@ -130,6 +148,6 @@ void Population::randomizeWorstChromosomes(
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auto individual = _individuals.begin() + (_individuals.size() - _count);
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auto individual = _individuals.begin() + (_individuals.size() - _count);
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for (; individual != _individuals.end(); ++individual)
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for (; individual != _individuals.end(); ++individual)
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{
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{
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*individual = {Chromosome::makeRandom(randomChromosomeLength())};
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*individual = {Chromosome::makeRandom(binomialChromosomeLength(MaxChromosomeLength))};
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}
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}
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}
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}
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@ -55,13 +55,25 @@ public:
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static constexpr size_t MaxChromosomeLength = 30;
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static constexpr size_t MaxChromosomeLength = 30;
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explicit Population(Program _program, std::vector<Chromosome> const& _chromosomes = {});
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explicit Population(Program _program, std::vector<Chromosome> const& _chromosomes = {});
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static Population makeRandom(Program _program, size_t _size);
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static Population makeRandom(
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Program _program,
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size_t _size,
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std::function<size_t()> _chromosomeLengthGenerator
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);
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static Population makeRandom(
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Program _program,
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size_t _size,
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size_t _minChromosomeLength,
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size_t _maxChromosomeLength
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);
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void run(std::optional<size_t> _numRounds, std::ostream& _outputStream);
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void run(std::optional<size_t> _numRounds, std::ostream& _outputStream);
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std::vector<Individual> const& individuals() const { return m_individuals; }
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std::vector<Individual> const& individuals() const { return m_individuals; }
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static size_t randomChromosomeLength() { return SimulationRNG::binomialInt(MaxChromosomeLength, 0.5); }
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static size_t uniformChromosomeLength(size_t _min, size_t _max) { return SimulationRNG::uniformInt(_min, _max); }
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static size_t binomialChromosomeLength(size_t _max) { return SimulationRNG::binomialInt(_max, 0.5); }
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static size_t measureFitness(Chromosome const& _chromosome, Program const& _program);
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static size_t measureFitness(Chromosome const& _chromosome, Program const& _program);
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friend std::ostream& operator<<(std::ostream& _stream, Population const& _population);
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friend std::ostream& operator<<(std::ostream& _stream, Population const& _population);
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@ -28,6 +28,7 @@
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#include <boost/program_options.hpp>
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#include <boost/program_options.hpp>
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#include <iostream>
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#include <iostream>
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#include <functional>
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#include <string>
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#include <string>
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using namespace std;
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using namespace std;
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@ -70,7 +71,11 @@ CharStream loadSource(string const& _sourcePath)
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void runAlgorithm(string const& _sourcePath)
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void runAlgorithm(string const& _sourcePath)
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{
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{
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CharStream sourceCode = loadSource(_sourcePath);
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CharStream sourceCode = loadSource(_sourcePath);
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auto population = Population::makeRandom(Program::load(sourceCode), 10);
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auto population = Population::makeRandom(
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Program::load(sourceCode),
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10,
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bind(Population::binomialChromosomeLength, Population::MaxChromosomeLength)
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);
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population.run(nullopt, cout);
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population.run(nullopt, cout);
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}
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}
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