def _apply_diversity(self, teams_population, teams_to_keep, diversity):
if Config.USER['advanced_training_parameters']['novelty']['enabled']:
archive = teams_population+list(Config.RESTRICTIONS['novelty_archive']['samples'])
DiversityMaintenance.calculate_diversities(archive, self.environment.point_population_)
self._update_novelty_archive(teams_population, diversity)
else:
DiversityMaintenance.calculate_diversities(teams_population, self.environment.point_population_)
if (Config.USER['advanced_training_parameters']['novelty']['enabled']
and not Config.USER['advanced_training_parameters']['novelty']['use_fitness']):
sorted_solutions = sorted(teams_population, key=lambda solution: solution.diversity_[diversity],
reverse=True)
keep_teams = sorted_solutions[0:teams_to_keep]
remove_teams = sorted_solutions[teams_to_keep:]
pareto_front = []
else:
keep_teams, remove_teams, pareto_front = ParetoDominanceForTeams.run(teams_population, diversity,
teams_to_keep)
return keep_teams, remove_teams, pareto_front
def _select_teams_to_keep_and_remove(self, teams_population, is_validation):
teams_to_remove = int(Config.USER['training_parameters']['replacement_rate']['teams']*float(len(teams_population)))
teams_to_keep = len(teams_population) - teams_to_remove
diversities_to_apply = Config.USER['advanced_training_parameters']['diversity']['use_and_show']
if len(diversities_to_apply) == 0:
if len(Config.USER['advanced_training_parameters']['diversity']['only_show']) > 0:
DiversityMaintenance.calculate_diversities(teams_population, self.environment.point_population())
sorted_solutions = sorted(teams_population, key=lambda solution: solution.fitness_, reverse=True)
keep_teams = sorted_solutions[0:teams_to_keep]
remove_teams = sorted_solutions[teams_to_keep:]
pareto_front = []
else:
options = list(Config.USER['advanced_training_parameters']['diversity']['use_and_show'])
if len(diversities_to_apply) > 1 and self.previous_diversity_:
options.remove(self.previous_diversity_)
novelty = random.choice(options)
DiversityMaintenance.calculate_diversities(teams_population, self.environment.point_population())
keep_teams, remove_teams, pareto_front = ParetoDominanceForTeams.run(teams_population, novelty, teams_to_keep)
self.previous_diversity_ = novelty
return keep_teams, remove_teams, pareto_front