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"""!
@brief Examples of usage and demonstration of abilities of chaotic oscillatory network.
@authors Andrei Novikov (pyclustering@yandex.ru)
@date 2014-2020
@copyright BSD-3-Clause
"""
from pyclustering.nnet.cnn import cnn_network, cnn_visualizer, type_conn;
from pyclustering.samples.definitions import SIMPLE_SAMPLES, FCPS_SAMPLES;
from pyclustering.utils import read_sample;
def template_dynamic_cnn(num_osc, steps, stimulus, neighbors, connection, show_network = False):
network_instance = cnn_network(num_osc, connection, amount_neighbors = neighbors);
output_dynamic = network_instance.simulate(steps, stimulus);
print(output_dynamic.allocate_sync_ensembles(10));
if (show_network is True):
network_instance.show_network();
cnn_visualizer.show_output_dynamic(output_dynamic);
cnn_visualizer.show_dynamic_matrix(output_dynamic);
cnn_visualizer.show_observation_matrix(output_dynamic);
def chaotic_clustering_sample_simple_01():
sample = read_sample(SIMPLE_SAMPLES.SAMPLE_SIMPLE1);
template_dynamic_cnn(len(sample), 100, sample, 3, type_conn.ALL_TO_ALL);
def chaotic_clustering_triangulation_sample_simple_01():
sample = read_sample(SIMPLE_SAMPLES.SAMPLE_SIMPLE1);
template_dynamic_cnn(len(sample), 100, sample, 3, type_conn.TRIANGULATION_DELAUNAY);
def chaotic_clustering_sample_simple_02():
sample = read_sample(SIMPLE_SAMPLES.SAMPLE_SIMPLE2);
template_dynamic_cnn(len(sample), 100, sample, 3, type_conn.ALL_TO_ALL);
def chaotic_clustering_triangulation_sample_simple_02():
sample = read_sample(SIMPLE_SAMPLES.SAMPLE_SIMPLE2);
template_dynamic_cnn(len(sample), 100, sample, 5, type_conn.TRIANGULATION_DELAUNAY);
def chaotic_clustering_sample_simple_03():
sample = read_sample(SIMPLE_SAMPLES.SAMPLE_SIMPLE3);
template_dynamic_cnn(len(sample), 100, sample, 10, type_conn.ALL_TO_ALL);
def chaotic_clustering_sample_simple_04():
sample = read_sample(SIMPLE_SAMPLES.SAMPLE_SIMPLE4);
template_dynamic_cnn(len(sample), 100, sample, 5, type_conn.ALL_TO_ALL);
def chaotic_clustering_fcps_lsun():
sample = read_sample(FCPS_SAMPLES.SAMPLE_LSUN);
template_dynamic_cnn(len(sample), 100, sample, 10, type_conn.ALL_TO_ALL);
chaotic_clustering_sample_simple_01();
chaotic_clustering_triangulation_sample_simple_01();
chaotic_clustering_sample_simple_02();
chaotic_clustering_triangulation_sample_simple_02();
chaotic_clustering_sample_simple_03();
chaotic_clustering_sample_simple_04();
chaotic_clustering_fcps_lsun();
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