from random import Random
from time import time
import inspyred

def main(prng=None, display=False):
    if prng is None:
        prng = Random()
        prng.seed(time()) 
    
    problem = inspyred.benchmarks.Ackley(2)
    ea = inspyred.ec.EvolutionaryComputation(prng)
    ea.selector = inspyred.ec.selectors.tournament_selection
    ea.variator = [inspyred.ec.variators.uniform_crossover, 
                   inspyred.ec.variators.gaussian_mutation]
    ea.replacer = inspyred.ec.replacers.steady_state_replacement
    ea.terminator = inspyred.ec.terminators.generation_termination
    final_pop = ea.evolve(generator=problem.generator,
                          evaluator=problem.evaluator,
                          pop_size=100, 
                          bounder=problem.bounder,
                          maximize=problem.maximize,
                          tournament_size=7,
                          num_selected=2, 
                          max_generations=300,
                          mutation_rate=0.2)

    if display:
        best = max(final_pop) 
        print('Best Solution: \n{0}'.format(str(best)))
    return ea

if __name__ == '__main__':
    main(display=True)