Last change
on this file since 1194 was
1190,
checked in by Maciej Komosinski, 2 years ago
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Added the "evolalg" module for evolutionary optimization
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File size:
1.5 KB
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Line | |
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1 | from ..constants import BAD_FITNESS |
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2 | |
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3 | |
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4 | class Individual: |
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5 | only_positive_fitness = True |
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6 | |
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7 | def __init__(self): |
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8 | self.genotype = None |
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9 | # used for stats. This is raw fitness value, None = not evaluated or invalid genotype |
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10 | self.rawfitness: float = None |
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11 | # used in selection and can be modified e.g. by diversity or niching techniques |
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12 | self.fitness: float = None |
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13 | |
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14 | def copyFrom(self, individual): # "copying constructor" |
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15 | self.genotype = individual.genotype |
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16 | self.rawfitness = individual.rawfitness |
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17 | self.fitness = individual.fitness |
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18 | return self |
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19 | |
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20 | def copy(self): |
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21 | new_copy = Individual() |
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22 | new_copy.genotype = self.genotype |
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23 | new_copy.rawfitness = self.rawfitness |
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24 | new_copy.fitness = self.fitness |
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25 | return new_copy |
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26 | |
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27 | def set_and_evaluate(self, genotype, evaluate): |
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28 | self.genotype = genotype |
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29 | fitness = evaluate(genotype) |
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30 | if fitness is not BAD_FITNESS: # BAD_FITNESS indicates that the genotype was not valid or some other problem occurred during evaluation |
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31 | if self.only_positive_fitness: |
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32 | if fitness < 0: |
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33 | fitness = 0 |
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34 | self.fitness = self.rawfitness = fitness |
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35 | |
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36 | def __str__(self): |
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37 | try: |
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38 | return "%g\t%g\t'%s'" % (self.rawfitness, self.fitness, self.genotype) |
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39 | except: |
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40 | return "%g\t'%s'" % (self.rawfitness, self.genotype) |
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41 | |
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42 | def __gt__(self, other): |
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43 | return self.rawfitness > other.rawfitness |
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