问题
I'm new to C++ and I am trying to create a basic genetic algorithm. I created a Chromosome class and want to create a Society class that generates a vector of these Chromosomes with randomly generated "genes". Genes being the vector in the Chromosome that holds values of 0 or 1. I was testing out the Chromosome constructor, and all of the objects have the same gene vectors. How can I make the constructor generate random values? I have included code below. Any other coding practice or optimization tips would also be extremely appreciated.
Source.cpp
#include "Chromosome.h"
#include "Society.h"
using namespace std;
int main()
{
Chromosome demo = Chromosome::Chromosome();
Chromosome demo2 = Chromosome::Chromosome();
return 1;
}
Chromosome.h
#pragma once
#include <vector>
using namespace std;
class Chromosome
{
private:
int fitness;
vector<int> genes;
public:
Chromosome();
void generateGenes();
int calculateFitness(),
getFitness();
vector<int> getGenes();
void setGenes(vector<int> child);
};
Chromosome.cpp
#include "Chromosome.h"
#include <cstdlib>
#include <ctime>
#include <numeric>
using namespace std;
Chromosome::Chromosome()
{
generateGenes();
Chromosome::fitness = calculateFitness();
}
void Chromosome::generateGenes()
{
srand(time(NULL));
for (unsigned i = 0; i < 10; i++)
{
unsigned chance = rand() % 5;
Chromosome::genes.push_back((!chance)? 1 : 0);
}
}
int Chromosome::calculateFitness()
{
int sum = 0;
for (unsigned i = 0; i < Chromosome::genes.size(); i++)
{
sum += Chromosome::genes[i];
}
return sum;
}
int Chromosome::getFitness()
{
return Chromosome::fitness;
}
vector<int> Chromosome::getGenes()
{
return Chromosome::genes;
}
void Chromosome::setGenes(vector<int> child)
{
Chromosome::genes = child;
}
回答1:
You seed the random number generator with the same value time(NULL)
.
Two calls after eachother will return the same time_t
. You'll generate one set of random numbers first, then reset the random number generator and generate them again.
Only call srand()
once during the whole program run.
Also, use <random> instead to get better/faster random number generators.
Instead of rand() % 5;
using <random>
:
#include <random>
// A function to return a random number generator.
inline std::mt19937& generator() {
// the generator will only be seeded once since it's static
static std::mt19937 gen(std::random_device{}());
return gen;
}
// A function to generate unsigned int:s in the range [min, max]
int my_rand(unsigned min, unsigned max) {
std::uniform_int_distribution<unsigned > dist(min, max);
return dist(generator());
}
Then call it:
unsigned chance = my_rand(0, 4);
回答2:
Your problem is the use of rand
& srand
in a C++ program.
srand(time(NULL));
unsigned chance = rand() % 5;
in this implementation, rand
might return multiple numbers that will give you the same final result. for example:
19, 24, 190214, 49789, 1645879, 15623454, 4, 156489719, 1645234, 152349, ...
There are different ways of generate random numbers in C++, this one isn't recommended due to bad results.
One (of many) good ways to generate random, using "pseudo-random" in C++:
void Chromosome::generateGenes()
{
// Initialize random
std::random_device rd; // Will be used to obtain a seed for the random number engine
std::mt19937 gen(rd()); // Standard mersenne_twister_engine seeded with rd()
std::uniform_int_distribution<> dis(0, 5);
for (unsigned i = 0; i < 10; i++)
{
// Use random: dis(gen);
unsigned chance = dis(gen);
Chromosome::genes.push_back((!chance)? 1 : 0);
}
}
Include:
#include <random>
Right note by @TedLyngmo: Every time that function will be called (in your case, in every object creation in the constructor call), this code will make you generate a new random seed (In 'Initialize random' section). In more progress cases, or as the program grows, it is highly recommended to extract this initialize to another function (and maybe to a new class object for modular programming reason). In this response I demonstrated the general syntax of using this type of random in your case.
Read about:
Pseudo-random number generation
Uniform Distribution
Thanks to @M.M: How to succinctly, portably, and thoroughly seed the mt19937 PRNG?
来源:https://stackoverflow.com/questions/60216236/all-objects-made-through-constructor-have-the-same-vectors