Further split values to chromosomes decorator
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@ -1,27 +1,30 @@
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import random
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def append_children_from_mating_pool(crossover_method):
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def helper(ga):
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mating_pool = ga.population.mating_pool
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return lambda ga:\
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ga.population.append_children(
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[chromosome for chromosome in crossover_method(ga, mating_pool)]
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[chromosome for chromosome in crossover_method(ga, ga.population.mating_pool)]
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)
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return helper
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def values_to_chromosome(crossover_method):
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def helper(ga, parent_1, parent_2):
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return ga.make_chromosome([
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ga.make_gene(value)
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for value in crossover_method(ga, parent_1, parent_2)])
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return helper
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def genes_to_chromosome(crossover_method):
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return lambda ga, parent_1, parent_2:\
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return ga.make_chromosome(crossover_method(ga, parent_1, parent_2))
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def values_to_genes(crossover_method):
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return lambda ga, parent_1, parent_2:\
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return (ga.make_gene(value) for value in crossover_method(ga, parent_1, parent_2))
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class Crossover_Methods:
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def __append_children_from_mating_pool(crossover_method):
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return append_children_from_mating_pool(crossover_method)
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def __values_to_chromosome(crossover_method):
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def __genes_to_chromosome(crossover_method):
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return values_to_chromosome(crossover_method)
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def __values_to_genes(crossover_method):
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return values_to_genes(crossover_method)
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class Population:
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@ -61,30 +64,33 @@ class Crossover_Methods:
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"""Methods for crossing parents."""
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@genes_to_chromosome
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def single_point(ga, parent_1, parent_2):
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"""Cross two parents by swapping genes at one random point."""
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swap_index = random.randint(0, len(parent_1)-1)
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return ga.make_chromosome(parent_1[:swap_index] + parent_2[swap_index:])
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return parent_1[:swap_index] + parent_2[swap_index:]
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@genes_to_chromosome
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def multi_point(ga, parent_1, parent_2):
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"""Cross two parents by swapping genes at multiple points."""
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pass
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@genes_to_chromosome
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def uniform(ga, parent_1, parent_2):
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"""Cross two parents by swapping all genes randomly."""
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return ga.make_chromosome([ # Make a new chromosome
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random.choice([gene_1, gene_2]) # by randomly selecting genes
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for gene_1, gene_2 in zip(parent_1, parent_2)]) # from each parent
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for gene_pair in zip(parent_1, parent_2):
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yield random.choice(gene_pair)
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class Arithmetic:
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"""Crossover methods for numerical genes."""
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@values_to_chromosome
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@genes_to_chromosome
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@values_to_genes
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def int_random(ga, parent_1, parent_2):
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"""Cross two parents by taking a random integer value between each of the genes."""
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@ -95,7 +101,8 @@ class Crossover_Methods:
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yield random.randint(*sorted([value_1, value_2]))
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@values_to_chromosome
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@genes_to_chromosome
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@values_to_genes
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def int_weighted(ga, parent_1, parent_2):
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"""Cross two parents by taking a a weighted average of the genes."""
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@ -109,7 +116,8 @@ class Crossover_Methods:
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yield int(weight*value_1+(1-weight)*value_2)
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@values_to_chromosome
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@genes_to_chromosome
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@values_to_genes
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def float_random(ga, parent_one, parent_two):
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"""Cross two parents by taking a random numeric value between each of the genes."""
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@ -120,7 +128,8 @@ class Crossover_Methods:
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yield random.uniform([value_1, value_2])
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@values_to_chromosome
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@genes_to_chromosome
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@values_to_genes
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def float_weighted(ga, parent_one, parent_two):
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"""Cross two parents by taking a a weighted average of the genes."""
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