Created
May 31, 2009 22:42
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# Genetic algorithm playaround | |
# chendo 2009 | |
require 'rubygems' | |
require 'levenshtein' | |
class GA | |
def initialize | |
@pop = Array.new(100).map { random_string } | |
end | |
def fitness(string) | |
goal = "The quick brown fox jumped over the lazy dog" | |
Levenshtein.distance(string, goal) | |
end | |
def random_string | |
r = Array.new(44).map { randchr }.join | |
end | |
def randchr | |
(rand(27) + ?A).chr.send(rand(2) == 0 ? :upcase : :downcase).gsub('[', ' ') | |
end | |
def trim_bad | |
@pop = @pop[0, 20] | |
end | |
def breed(a, b) | |
combine_point = rand(44) | |
ret = a[0, combine_point] | |
ret += b[combine_point, 44] | |
ret | |
end | |
def mutate(a) | |
a[rand(44)] = randchr | |
a | |
end | |
def evolve | |
trim_bad | |
puts @pop.first | |
while @pop.size < 100 | |
a = rand(20) | |
b = rand(20) | |
@pop << mutate(breed(@pop[a], @pop[b])) | |
@pop.uniq! | |
end | |
@pop.sort! do |a, b| | |
fitness(a) <=> fitness(b) | |
end | |
end | |
def pop | |
@pop | |
end | |
end | |
a = GA.new | |
1000.times {a.evolve} | |
# a.pop[0, 10].each do |s| | |
# p s, a.fitness(s) | |
# end |
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