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Genotype = -> size { | |
(1..size).map{rand (0..1)} } | |
Population = -> individualSize, popSize { | |
(0..popSize).map{Genotype[individualSize]} } | |
fitness = -> genotype { | |
genotype.inject(:+) } | |
crossover = -> parents, position { | |
[] << parents[0].take(position) + parents[1].drop(position) << | |
parents[1].take(position) + parents[0].drop(position) } | |
mutate = -> individual, position, genotypeDefinition { | |
individual[position] = genotypeDefinition.curry(1) | |
individual.flatten } | |
selection = -> population { | |
(population + population).sort_by{ |n| -fitness[n]}.take(population.length) } | |
nextGeneration = -> population { | |
population = selection[population] | |
elite = population.take(1).flatten | |
nextPop = [] | |
(0..population.length / 2 - 1) | |
.each{crossover[ | |
[] << population[rand(population.length - 1)] << population[rand(population.length - 1)], | |
rand(population[1].length - 1)] | |
.map{|g| nextPop << g}} | |
nextPop = nextPop | |
.map{|n| (0..n.length - 1) | |
.map{|p| rand(0.0..1.0) < 0.05 ? Genotype[1] : n[p] }.flatten } | |
nextPop.sort_by { |n| -fitness[n]}.take(nextPop.length - 1) << elite } | |
pop = Population[50,100] | |
pop.sort_by { |n| -fitness[n]}.take(1) | |
=>[[1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1]] | |
(0..100).each{pop = nextGeneration[pop]} | |
pop.sort_by { |n| -fitness[n]}.take(1)} | |
=>[[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]] |
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