def testNoFailureVisualizationApi(self):
sample, observer = self.templateTestObserverCollecting(
2, 10, True, True, True, random_state=1000)
ga_visualizer.show_evolution(observer)
ga_visualizer.show_clusters(sample, observer)
ga_visualizer.animate_cluster_allocation(sample, observer)
def template_clustering(path,
count_clusters,
chromosome_count,
population_count,
count_mutation_gens,
coeff_mutation_count=0.25,
select_coeff=1.0,
fps=15,
animation=False):
sample = read_sample(path);
algo_instance = genetic_algorithm(data=sample,
count_clusters=count_clusters,
chromosome_count=chromosome_count,
population_count=population_count,
count_mutation_gens=count_mutation_gens,
coeff_mutation_count=coeff_mutation_count,
select_coeff=select_coeff,
observer=ga_observer(True, True, True))
start_time = time.time();
algo_instance.process();
print("Sample: ", path, "\t\tExecution time: ", time.time() - start_time, "\n");
observer = algo_instance.get_observer();
ga_visualizer.show_clusters(sample, observer);
if (animation is True):
ga_visualizer.animate_cluster_allocation(sample, observer, movie_fps=fps, save_movie="clustering_animation.mp4");
def template_clustering(path,
count_clusters,
chromosome_count,
population_count,
count_mutation_gens,
coeff_mutation_count=0.25,
select_coeff=1.0,
fps=15,
animation=False):
sample = read_sample(path)
algo_instance = genetic_algorithm(data=sample,
count_clusters=count_clusters,
chromosome_count=chromosome_count,
population_count=population_count,
count_mutation_gens=count_mutation_gens,
coeff_mutation_count=coeff_mutation_count,
select_coeff=select_coeff,
observer=ga_observer(True, True, True))
start_time = time.time()
algo_instance.process()
print("Sample: ", path, "\t\tExecution time: ", time.time() - start_time, "\n")
observer = algo_instance.get_observer()
ga_visualizer.show_clusters(sample, observer)
if (animation is True):
ga_visualizer.animate_cluster_allocation(sample, observer, movie_fps=fps, save_movie="clustering_animation.mp4")
def testNoFailureVisualizationApi(self):
sample, observer = self.templateTestObserverCollecting(2, 10, True, True, True)
ga_visualizer.show_evolution(observer)
ga_visualizer.show_clusters(sample, observer)
ga_visualizer.animate_cluster_allocation(sample, observer)