[yul-phaser] Add randomPointCrossover() and fixedPointCrossover() operators

This commit is contained in:
Kamil Śliwak
2020-03-09 13:21:48 +01:00
parent 3fdb4ca607
commit c941eaf5d6
3 changed files with 238 additions and 0 deletions
+62
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@@ -19,6 +19,11 @@
#include <tools/yulPhaser/SimulationRNG.h>
#include <libsolutil/CommonData.h>
#include <algorithm>
#include <cassert>
#include <cmath>
#include <string>
#include <vector>
@@ -89,3 +94,60 @@ function<Mutation> phaser::alternativeMutations(
return _mutation2(_chromosome);
};
}
namespace
{
ChromosomePair buildChromosomesBySwappingParts(
Chromosome const& _chromosome1,
Chromosome const& _chromosome2,
size_t _crossoverPoint
)
{
assert(_crossoverPoint <= _chromosome1.length());
assert(_crossoverPoint <= _chromosome2.length());
auto begin1 = _chromosome1.optimisationSteps().begin();
auto begin2 = _chromosome2.optimisationSteps().begin();
return ChromosomePair(
Chromosome(
vector<string>(begin1, begin1 + _crossoverPoint) +
vector<string>(begin2 + _crossoverPoint, _chromosome2.optimisationSteps().end())
),
Chromosome(
vector<string>(begin2, begin2 + _crossoverPoint) +
vector<string>(begin1 + _crossoverPoint, _chromosome1.optimisationSteps().end())
)
);
}
}
function<Crossover> phaser::randomPointCrossover()
{
return [=](Chromosome const& _chromosome1, Chromosome const& _chromosome2)
{
size_t minLength = min(_chromosome1.length(), _chromosome2.length());
// Don't use position 0 (because this just swaps the values) unless it's the only choice.
size_t minPoint = (minLength > 0? 1 : 0);
assert(minPoint <= minLength);
size_t randomPoint = SimulationRNG::uniformInt(minPoint, minLength);
return buildChromosomesBySwappingParts(_chromosome1, _chromosome2, randomPoint);
};
}
function<Crossover> phaser::fixedPointCrossover(double _crossoverPoint)
{
assert(0.0 <= _crossoverPoint && _crossoverPoint <= 1.0);
return [=](Chromosome const& _chromosome1, Chromosome const& _chromosome2)
{
size_t minLength = min(_chromosome1.length(), _chromosome2.length());
size_t concretePoint = static_cast<size_t>(round(minLength * _crossoverPoint));
return buildChromosomesBySwappingParts(_chromosome1, _chromosome2, concretePoint);
};
}
+20
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@@ -23,11 +23,15 @@
#include <tools/yulPhaser/Chromosome.h>
#include <functional>
#include <tuple>
namespace solidity::phaser
{
using ChromosomePair = std::tuple<Chromosome, Chromosome>;
using Mutation = Chromosome(Chromosome const&);
using Crossover = ChromosomePair(Chromosome const&, Chromosome const&);
// MUTATIONS
@@ -53,4 +57,20 @@ std::function<Mutation> alternativeMutations(
std::function<Mutation> _mutation2
);
// CROSSOVER
/// Creates a crossover operator that randomly selects a number between 0 and 1 and uses it as the
/// position at which to perform perform @a fixedPointCrossover.
std::function<Crossover> randomPointCrossover();
/// Creates a crossover operator that always chooses a point that lies at @a _crossoverPoint
/// percent of the length of the shorter chromosome. Then creates a pair of chromosomes by
/// splitting both inputs at the crossover point and stitching the resulting parts. The first
/// output is created from the first half or first input and the second half of the second input
/// The second output from the remaining two halves.
///
/// Avoids selecting position 0 (since this just produces a chromosome identical to the second one)
/// unless there is no other choice (i.e. one of the chromosomes is empty).
std::function<Crossover> fixedPointCrossover(double _crossoverPoint);
}