source: framspy/evolalg/structures/individual.py @ 1271

Last change on this file since 1271 was 1190, checked in by Maciej Komosinski, 2 years ago

Added the "evolalg" module for evolutionary optimization

File size: 1.5 KB
Line 
1from ..constants import BAD_FITNESS
2
3
4class Individual:
5    only_positive_fitness = True
6
7    def __init__(self):
8        self.genotype = None
9        # used for stats. This is raw fitness value, None = not evaluated or invalid genotype
10        self.rawfitness: float = None
11        # used in selection and can be modified e.g. by diversity or niching techniques
12        self.fitness: float = None
13
14    def copyFrom(self, individual):  # "copying constructor"
15        self.genotype = individual.genotype
16        self.rawfitness = individual.rawfitness
17        self.fitness = individual.fitness
18        return self
19
20    def copy(self):
21        new_copy = Individual()
22        new_copy.genotype = self.genotype
23        new_copy.rawfitness = self.rawfitness
24        new_copy.fitness = self.fitness
25        return new_copy
26
27    def set_and_evaluate(self, genotype, evaluate):
28        self.genotype = genotype
29        fitness = evaluate(genotype)
30        if fitness is not BAD_FITNESS:  # BAD_FITNESS indicates that the genotype was not valid or some other problem occurred during evaluation
31            if self.only_positive_fitness:
32                if fitness < 0:
33                    fitness = 0
34        self.fitness = self.rawfitness = fitness
35
36    def __str__(self):
37        try:
38            return "%g\t%g\t'%s'" % (self.rawfitness, self.fitness, self.genotype)
39        except:
40            return "%g\t'%s'" % (self.rawfitness, self.genotype)
41
42    def __gt__(self, other):
43        return self.rawfitness > other.rawfitness
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