[yul-phaser] Add geneRandomisation(), geneDeletion(), geneAddition and alternativeMutations()

This commit is contained in:
cameel
2020-03-09 13:21:48 +01:00
committed by Kamil Śliwak
parent 643a5f2035
commit 3fdb4ca607
5 changed files with 369 additions and 0 deletions
+2
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@@ -23,6 +23,8 @@ add_executable(yul-phaser
yulPhaser/FitnessMetrics.cpp
yulPhaser/Chromosome.h
yulPhaser/Chromosome.cpp
yulPhaser/Mutations.h
yulPhaser/Mutations.cpp
yulPhaser/PairSelections.h
yulPhaser/PairSelections.cpp
yulPhaser/Selections.h
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@@ -0,0 +1,91 @@
/*
This file is part of solidity.
solidity is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
solidity is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with solidity. If not, see <http://www.gnu.org/licenses/>.
*/
#include <tools/yulPhaser/Mutations.h>
#include <tools/yulPhaser/SimulationRNG.h>
#include <string>
#include <vector>
using namespace std;
using namespace solidity;
using namespace solidity::phaser;
function<Mutation> phaser::geneRandomisation(double _chance)
{
return [=](Chromosome const& _chromosome)
{
vector<string> optimisationSteps;
for (auto const& step: _chromosome.optimisationSteps())
optimisationSteps.push_back(
SimulationRNG::bernoulliTrial(_chance) ?
Chromosome::randomOptimisationStep() :
step
);
return Chromosome(move(optimisationSteps));
};
}
function<Mutation> phaser::geneDeletion(double _chance)
{
return [=](Chromosome const& _chromosome)
{
vector<string> optimisationSteps;
for (auto const& step: _chromosome.optimisationSteps())
if (!SimulationRNG::bernoulliTrial(_chance))
optimisationSteps.push_back(step);
return Chromosome(move(optimisationSteps));
};
}
function<Mutation> phaser::geneAddition(double _chance)
{
return [=](Chromosome const& _chromosome)
{
vector<string> optimisationSteps;
if (SimulationRNG::bernoulliTrial(_chance))
optimisationSteps.push_back(Chromosome::randomOptimisationStep());
for (auto const& step: _chromosome.optimisationSteps())
{
optimisationSteps.push_back(step);
if (SimulationRNG::bernoulliTrial(_chance))
optimisationSteps.push_back(Chromosome::randomOptimisationStep());
}
return Chromosome(move(optimisationSteps));
};
}
function<Mutation> phaser::alternativeMutations(
double _firstMutationChance,
function<Mutation> _mutation1,
function<Mutation> _mutation2
)
{
return [=](Chromosome const& _chromosome)
{
if (SimulationRNG::bernoulliTrial(_firstMutationChance))
return _mutation1(_chromosome);
else
return _mutation2(_chromosome);
};
}
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/*
This file is part of solidity.
solidity is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
solidity is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with solidity. If not, see <http://www.gnu.org/licenses/>.
*/
/**
* Mutation and crossover operators for use in genetic algorithms.
*/
#pragma once
#include <tools/yulPhaser/Chromosome.h>
#include <functional>
namespace solidity::phaser
{
using Mutation = Chromosome(Chromosome const&);
// MUTATIONS
/// Creates a mutation operator that iterates over all genes in a chromosome and with probability
/// @a _chance replaces a gene with a random one (which could also be the same as the original).
std::function<Mutation> geneRandomisation(double _chance);
/// Creates a mutation operator that iterates over all genes in a chromosome and with probability
/// @a _chance deletes it.
std::function<Mutation> geneDeletion(double _chance);
/// Creates a mutation operator that iterates over all positions in a chromosome (including spots
/// at the beginning and at the end of the sequence) and with probability @a _chance insert a new,
/// randomly chosen gene.
std::function<Mutation> geneAddition(double _chance);
/// Creates a mutation operator that always applies one of the mutations passed to it.
/// The probability that the chosen mutation is the first one is @a _firstMutationChance.
/// randomly chosen gene.
std::function<Mutation> alternativeMutations(
double _firstMutationChance,
std::function<Mutation> _mutation1,
std::function<Mutation> _mutation2
);
}