from jmetal.algorithm.multiobjective.nsgaii import DynamicNSGAII
from jmetal.operator import PolynomialMutation, SBXCrossover
from jmetal.problem.multiobjective.fda import FDA2
from jmetal.util.observable import TimeCounter
from jmetal.util.observer import PlotFrontToFileObserver, WriteFrontToFileObserver
from jmetal.util.termination_criterion import StoppingByEvaluations

if __name__ == "__main__":
    problem = FDA2()

    time_counter = TimeCounter(delay=1)
    time_counter.observable.register(problem)
    time_counter.start()

    max_evaluations = 25000
    algorithm = DynamicNSGAII(
        problem=problem,
        population_size=100,
        offspring_population_size=100,
        mutation=PolynomialMutation(probability=1.0 / problem.number_of_variables, distribution_index=20),
        crossover=SBXCrossover(probability=1.0, distribution_index=20),
        termination_criterion=StoppingByEvaluations(max_evaluations=max_evaluations),
    )

    algorithm.observable.register(observer=PlotFrontToFileObserver("dynamic_front_vis"))
    algorithm.observable.register(observer=WriteFrontToFileObserver("dynamic_front"))

    algorithm.run()
