On Dec 19, 2007 11:22 PM, Sander Land <sander.land / gmail.com> wrote: > Hi all, > > I'm pleased to announce the first public release of charlie, a genetic > algorithms library for Ruby. > > ## FEATURES: > - Quickly develop GAs by combining several parts (genotype, selection, > crossover, mutation) provided by the library. > - Sensible defaults are provided with any genotype, so often you only > need to define a fitness function. > - Easily replace any of the parts by your own code. > - Test different strategies in GA, and generate reports comparing them. > > ## EXAMPLE: (also at http://pastie.caboo.se/130559 with better formatting) > This example finds the binary representation of the number 512. > > require 'rubygems' > require 'charlie' > class Find512 < BitStringGenotype(10) # choose a genotype, in this > case a list of 10 bits represents a solution > # Define a fitness function. This one returns minus the offset to > the best solution, so a higher number is better. > # Usually, you won't know the best solution, and will define this > as some value that needs to be maximized. > def fitness > # Use the 'genes' function to retrieve the array of bits > representing this solution. > -(genes.map(&:to_s).join.to_i(2) - 512).abs > end > end > # Finally, create an instance of a population (with the default size > of 20) and let it run for the default number of 100 generations. > Population.new(Find512).evolve_on_console > > ## RUBYQUIZ #142 SOLUTION: > I know, it's a bit late. ;) > > require 'rubygems' > require 'charlie' > N=5 > CITIES = (0...N).map{|i| (0...N).map{|j| [i,j] } }.inject{|a,b|a+b} > class TSP < PermutationGenotype(CITIES.size) > def fitness > d=0 > (genes + [genes[0]]).each_cons(2){|a,b| > a,b=CITIES[a],CITIES[b] > d += Math.sqrt( (a[0]-b[0])**2 + (a[1]-b[1])**2 ) > } > -d # lower distance -> higher fitness. > end > end > pop = Population.new(TSP,20).evolve_on_console(50) > > Several other simple examples are included in the gem/tarball. > > ## INSTALLATION: > * sudo gem install charlie > > ## Links > * http://rubyforge.org/projects/charlie/ > * http://charlie.rubyforge.org > Awesome work! Going to check it out.. Thanks. -- Let them talk of their oriental summer climes of everlasting conservatories; give me the privilege of making my own summer with my own coals. http://gnufied.org