/
Graphlet.py
654 lines (589 loc) · 30.9 KB
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Graphlet.py
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import networkx as nx
import matplotlib.pyplot as plt
import time
import numpy as np
import pdb
class Graphlet:
# class variables
# 3-nodes triangles
open_triangle_dict = {}
close_triangle_dict = {}
total_close_triangle = []
total_open_triangle = []
# 4-nodes
four_path_dict = {}
four_chordal_cycle_dict = {}
four_tailed_triangle_dict = {}
four_clique_dict = {}
four_cycle_dict = {}
three_star_dict = {}
total_four_path = []
total_three_star = []
total_four_cycle = []
total_four_tailed_triangle = []
total_four_chordal_cycle = []
total_four_clique = []
# 5-nodes, totally 21 of them
total_five_graphlet = []
for _ in range(21):
total_five_graphlet.append({})
# 6-nodes, totally 112 of them
total_six_graphlet = []
for _ in range(112):
total_six_graphlet.append({})
# 7-nodes, totally 853 of them
total_seven_graphlet = []
for _ in range(853):
total_seven_graphlet.append({})
# initializer
def __init__(self, init_graph):
self.G = init_graph
self._init_all_data()
self._count_triangles()
self._count_4_nodes_global()
self._count_total_5_nodes()
def show_graph(self):
nx.draw(self.G, with_labels=True)
plt.show()
# print triangles
def print_triangles(self):
print("close triangle dict:")
print(self.close_triangle_dict)
print("open triangle dict:")
print(self.open_triangle_dict)
print("total close triangles:")
print(self.total_close_triangle)
print("total open triangles:")
print(self.total_open_triangle)
print("number of total close triangle: %d" % len(self.total_close_triangle))
print("number of totla open triangle: %d" % len(self.total_open_triangle))
def print_4_nodes(self):
'''
print("4 path dict:")
print(self.four_path_dict)
print("3 star dict:")
print(self.three_star_dict)
print("four cycle dict")
print(self.four_cycle_dict)
print("4 tailed triangle:")
print(self.four_tailed_triangle_dict)
print("4 chordal cycle:")
print(self.four_chordal_cycle_dict)
print("4 clique:")
print(self.four_clique_dict)
'''
print("total four path:")
print(len(self.total_four_path))
print("total three star: ")
print(len(self.total_three_star))
print("total four cycle: ")
print(len(self.total_four_cycle))
print("total four tailed triangle:")
print(len(self.total_four_tailed_triangle))
print("total four chordal cycle:")
print(len(self.total_four_chordal_cycle))
print("total four clique:")
print(len(self.total_four_clique))
def print_5_nodes(self):
print("total five node graphlets")
print(self.total_five_graphlet)
def print_6_nodes(self):
print("total six node graphlets")
print(self.total_six_graphlet)
# add one node and count 3-node graphlets
def add_one_node(self, added_node, connected_nodes):
# add_node
self.G.add_node(added_node)
# add_edge
for i in connected_nodes:
self.G.add_edge(added_node, i)
k = added_node
for i in self.G.neighbors(k):
for j in self.G.neighbors(i):
if self.G.has_edge(j, k):
if i in self.close_triangle_dict:
self.close_triangle_dict[i].append((j, k))
else:
self.close_triangle_dict[i] = []
self.close_triangle_dict[i].append((j, k))
if i < j:
self.total_close_triangle.append((i, j, k))
else:
if i in self.open_triangle_dict:
self.open_triangle_dict[i].append((j, k))
else:
self.open_triangle_dict[i] = []
self.open_triangle_dict[i].append((j, k))
self.total_open_triangle.append((i, j, k))
for i in self.G.neighbors(k):
for j in self.G.neighbors(k):
if i < j and not self.G.has_edge(i, j):
if k in self.open_triangle_dict:
self.open_triangle_dict[k].append((i, j))
else:
self.open_triangle_dict[k] = []
self.open_triangle_dict[k].append((i, j))
self.total_open_triangle.append((k, i, j))
if i < j and self.G.has_edge(i, j):
if k in self.close_triangle_dict:
self.close_triangle_dict[k].append((i, j))
else:
self.close_triangle_dict[k] = []
self.close_triangle_dict[k].append((i, j))
# helper methods
def _init_all_data(self):
# class variables
# 3-nodes triangles
self.open_triangle_dict = {}
self.close_triangle_dict = {}
self.total_close_triangle = []
self.total_open_triangle = []
# 4-nodes
self.four_path_dict = {}
self.four_chordal_cycle_dict = {}
self.four_tailed_triangle_dict = {}
self.four_clique_dict = {}
self.four_cycle_dict = {}
self.three_star_dict = {}
self.total_four_path = []
self.total_three_star = []
self.total_four_cycle = []
self.total_four_tailed_triangle = []
self.total_four_chordal_cycle = []
self.total_four_clique = []
# 5-nodes, totally 21 of them
self.total_five_graphlet = []
for _ in range(21):
self.total_five_graphlet.append({})
# 6-nodes, totally 112 of them
total_six_graphlet = []
for _ in range(112):
total_six_graphlet.append({})
# 7-nodes, totally 853 of them
total_seven_graphlet = []
for _ in range(853):
total_seven_graphlet.append({})
def _add_2_dict(self, dictionary, index, content):
if index not in dictionary:
dictionary[index] = [content]
else:
dictionary[index].append(content)
# count five total nodes from four total node
def _count_total_5_nodes(self):
'''
# derive from 3-star
for node_pair in self.total_three_star:
node, node1, node2, node3 = node_pair
for i in self.G.neighbors(node):
# No.1 5 node graphlet
if (i != node1 and i != node2 and i != node3 and i > node3 and not self.G.has_edge(i, node1)
and not self.G.has_edge(i, node2)
and not self.G.has_edge(i, node3)):
# outside nodes from small to large
sorted_list = sorted((node1, node2, node3, i))
index = (node, sorted_list[0], sorted_list[1], sorted_list[2], sorted_list[3])
self.total_five_graphlet[0][index] = None
for i in self.G.neighbors(node1):
# No.2
if (i != node and not self.G.has_edge(i, node) and not self.G.has_edge(i, node2)
and not self.G.has_edge(i, node3)):
index = (node, node2, node3, node1, i)
self.total_five_graphlet[1][index] = None
for i in self.G.neighbors(node2):
# No.2
if (i != node and not self.G.has_edge(i, node) and not self.G.has_edge(i, node1)
and not self.G.has_edge(i, node3)):
index = (node, node1, node3, node2, i)
self.total_five_graphlet[1][index] = None
for i in self.G.neighbors(node3):
# No.2
if (i != node and not self.G.has_edge(i, node) and not self.G.has_edge(i, node1)
and not self.G.has_edge(i, node2)):
index = (node, node1, node2, node3, i)
self.total_five_graphlet[1][index] = None
# derive from 3 path
for node_pair in self.total_four_path:
node, node1, node2, node3 = node_pair
for i in self.G.neighbors(node):
pass
for i in self.G.neighbors(node1):
# No.3
if (i != node and node1 < node2 and not self.G.has_edge(node, i) and not self.G.has_edge(i, node2)
and not self.G.has_edge(i, node3)):
self.total_five_graphlet[2][(node, node1, i, node2, node3)] = None
# No.8
if (i != node and self.G.has_edge(i, node1) and self.G.has_edge(i, node3)
and not self.G.has_edge(i, node) and not self.G.has_edge(i, node2)):
if i == sorted((i, node1, node, node3, node2))[0]:
self.total_five_graphlet[7][(i, node1, node, node3, node2)] = None
for i in self.G.neighbors(node2):
pass
for i in self.G.neighbors(node3):
# No.3
if (i != node2 and node < node3 and not self.G.has_edge(node, i) and not self.G.has_edge(i, node2)
and not self.G.has_edge(i, node1)):
self.total_five_graphlet[2][(node2, node, node1, node3, i)] = None
# No.8
if (i != node2 and self.G.has_edge(i, node1) and self.G.has_edge(i, node3)
and not self.G.has_edge(i, node) and not self.G.has_edge(i, node2)):
if i == sorted((i, node1, node, node3, node2)):
self.total_five_graphlet[7][(i, node1, node, node3, node2)] = None
# derive from 4-cycle
for node_pair in self.total_four_cycle:
node, node1, node2, node3 = node_pair
for i in self.G.neighbors(node):
# No.7
if (i != node1 and i != node2 and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[6][(i, node, node1, node2, node3)] = None
# No.12
if (i != node1 and i != node2 and self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[11][(i, node, node1, node2, node3)] = None
if (i != node1 and i != node2 and not self.G.has_edge(i, node1) and self.G.has_edge(i, node2) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[11][(i, node, node1, node2, node3)] = None
# No.13
if (i != node1 and i != node2 and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
self.G.has_edge(node3, i)):
if i == sorted((node1, node2, i))[0]:
self.total_five_graphlet[12][(i, node, node1, node2, node3)] = None
# No.18
if (i != node1 and i != node2 and self.G.has_edge(i, node1) and self.G.has_edge(i, node2) and
G.has_edge(i, node3)):
self.total_five_graphlet[17][(i, node, node1, node2, node3)] = None
for i in self.G.neighbors(node1):
# No.7
if (i != node and i != node3 and not self.G.has_edge(i, node) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[6][(i, node1, node, node3, node2)] = None
# No.13
if (i != node and i != node3 and not self.G.has_edge(i, node) and self.G.has_edge(i, node2)
and not self.G.has_edge(i, node3)):
if i == sorted((i, node, node3))[0]:
self.total_five_graphlet[12][(i, node1, node, node3, node2)] = None
for i in self.G.neighbors(node2):
# No.7
if (i != node and i != node3 and not self.G.has_edge(i, node) and not self.G.has_edge(i, node1) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[6][(i, node2, node, node3, node1)] = None
for i in self.G.neighbors(node3):
# No.7
if (i != node1 and i != node2 and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node)):
self.total_five_graphlet[6][(i, node3, node1, node2, node)] = None
# No.12
if (i != node1 and i != node2 and self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node)):
self.total_five_graphlet[11][(i, node3, node1, node2, node)] = None
if (i != node1 and i != node2 and not self.G.has_edge(i, node1) and self.G.has_edge(i, node2) and
not self.G.has_edge(i, node)):
self.total_five_graphlet[11][(i, node3, node1, node2, node)] = None
# derive from chord triangle
for node_pair in self.total_four_chordal_cycle:
node, node1, node2, node3 = node_pair
for i in self.G.neighbors(node):
# No.10
if (i != node1 and i != node2 and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node2)
and not self.G.has_edge(node3, i)):
self.total_five_graphlet[9][(i, node, node1, node2, node3)] = None
# No.16
if (i != node1 and i != node2 and i < node3 and self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[15][(i, node, node1, node2, node3)] = None
if (i != node1 and i != node2 and i < node3 and not self.G.has_edge(i, node1) and self.G.has_edge(i, node2) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[15][(i, node, node1, node2, node3)] = None
# No.17
if (i != node1 and i != node2 and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
self.G.has_edge(node3, i)):
self.total_five_graphlet[16][(i, node, node1, node2, node3)] = None
# No.20
if (i != node1 and i != node2 and self.G.has_edge(i, node1) and self.G.has_edge(i, node2) and
G.has_edge(i, node3)):
if i == sorted((i, node1, node2))[0]:
self.total_five_graphlet[19][(i, node, node1, node2, node3)] = None
for i in self.G.neighbors(node1):
# No.11
if (i != node and i != node3 and i != node2 and not self.G.has_edge(i, node) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[10][(i, node1, node, node3, node2)] = None
# No.14
if (i != node and i != node3 and i != node2 and not self.G.has_edge(i, node) and self.G.has_edge(i, node2)
and not self.G.has_edge(i, node3)):
if i == sorted((node, node3, i))[0]:
self.total_five_graphlet[13][(i, node, node1, node2, node3)] = None
for i in self.G.neighbors(node2):
# No.11
if (i != node and i != node3 and i != node1 and not self.G.has_edge(i, node) and not self.G.has_edge(i, node1) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[10][(i, node2, node, node3, node1)] = None
for i in self.G.neighbors(node3):
# No.10
if (i != node1 and i != node2 and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node)):
self.total_five_graphlet[9][(i, node3, node1, node2, node)] = None
# No.16
if (i != node1 and i != node2 and i < node and self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node)):
self.total_five_graphlet[15][(i, node3, node1, node2, node)] = None
if (i != node1 and i != node2 and i < node and not self.G.has_edge(i, node1) and self.G.has_edge(i, node2) and
not self.G.has_edge(i, node)):
self.total_five_graphlet[15][(i, node3, node1, node2, node)] = None
'''
# derive from 4 clique:
for node_pair in self.total_four_clique:
node, node1, node2, node3 = node_pair
for i in self.G.neighbors(node):
'''
# No.15, almost same as No.7
if (i != node1 and i != node2 and i != node3 and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[14][(i, node, node1, node2, node3)] = None
# No.19, almost same as No.12
if (i != node1 and i != node2 and i != node3 and self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[18][(i, node, node1, node2, node3)] = None
if (i != node1 and i != node2 and i != node3 and not self.G.has_edge(i, node1) and self.G.has_edge(i, node2) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[18][(i, node, node1, node2, node3)] = None
'''
# No.21
if (i != node1 and i != node2 and i != node3 and self.G.has_edge(i, node1) and self.G.has_edge(i, node2)
and self.G.has_edge(i, node3)):
if i == sorted((i, node, node1, node2, node3))[0]:
self.total_five_graphlet[20][(i, node, node1, node2, node3)] = None
'''
for i in self.G.neighbors(node1):
# No.15, almost same as No.7
if (i != node and i != node3 and i != node2 and not self.G.has_edge(i, node) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[14][(i, node1, node, node3, node2)] = None
for i in self.G.neighbors(node2):
# No.15, almost same as No.7
if (i != node and i != node3 and i != node2 and not self.G.has_edge(i, node) and not self.G.has_edge(i, node1) and
not self.G.has_edge(i, node3)):
self.total_five_graphlet[14][(i, node2, node, node3, node1)] = None
for i in self.G.neighbors(node3):
# No.15, almost same as No.7
if (i != node1 and i != node2 and i != node and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node)):
self.total_five_graphlet[14][(i, node3, node1, node2, node)] = None
# No.19 almost same as No.12
if (i != node1 and i != node2 and i != node and self.G.has_edge(i, node1) and not self.G.has_edge(i, node2) and
not self.G.has_edge(i, node)):
self.total_five_graphlet[18][(i, node3, node1, node2, node)] = None
if (i != node1 and i != node2 and i != node and not self.G.has_edge(i, node1) and self.G.has_edge(i, node2) and
not self.G.has_edge(i, node)):
self.total_five_graphlet[18][(i, node3, node1, node2, node)] = None
'''
# derive from tailed triangle
for node_pair in self.total_four_tailed_triangle:
node, node1, node2, node3 = node_pair
# No.4
for i in self.G.neighbors(node):
# No.6
if (i != node1 and i != node2 and i < node3 and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node2)
and not self.G.has_edge(i, node3)):
self.total_five_graphlet[5][(node1, node, i, node2, node3)] = None
for i in self.G.neighbors(node1):
# No.6
if (i != node and i != node2 and i < node3 and not self.G.has_edge(i, node) and not self.G.has_edge(i, node2)
and not self.G.has_edge(i, node3)):
self.total_five_graphlet[5][(node, node1, i, node2, node3)] = None
for i in self.G.neighbors(node2):
# No.6
if (i != node and i != node1 and i > node3 and not self.G.has_edge(i, node)
and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node3)):
self.total_five_graphlet[3][(node, node1, node2, node3, i)] = None
# No.9
if (i != node and i != node1 and i > node3 and node3 > node and not self.G.has_edge(i, node)
and not self.G.has_edge(i, node1) and self.G.has_edge(i, node3)):
self.total_five_graphlet[8][(node, node1, node2, node3, i)] = None
for i in self.G.neighbors(node3):
# No.5
if (i != node2 and not self.G.has_edge(node, i) and not self.G.has_edge(node1, i)
and not self.G.has_edge(node2, i)):
self.total_five_graphlet[4][(node, node1, node2, node3, i)] = None
# this function only generate global counting
def _count_4_nodes_global(self):
# derive from close triangles dict
for node_pairs in self.total_close_triangle:
(node, node1, node2) = node_pairs
'''
for i in self.G.neighbors(node1):
# 4 tailed triangle
if i != node2 and i != node and not self.G.has_edge(i, node2) and not self.G.has_edge(i, node):
self.total_four_tailed_triangle.append((node, node2, node1, i))
# 4-chordal cycle
if i != node and self.G.has_edge(i, node2) and not self.G.has_edge(i, node):
if node < i:
self.total_four_chordal_cycle.append((node, node1, node2, i))
for i in self.G.neighbors(node2):
# 4 tailed triangle
if i != node1 and i != node and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node):
self.total_four_tailed_triangle.append((node, node1, node2, i))
# 4 chordal cycle
if i != node and i != node1 and self.G.has_edge(i, node) and not self.G.has_edge(i, node1):
if node1 < i:
self.total_four_chordal_cycle.append((node1, node, node2, i))
'''
for i in self.G.neighbors(node):
'''
# 4 tailed triangle
if i != node1 and i != node2 and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node2):
self.total_four_tailed_triangle.append((node1, node2, node, i))
'''
# 4 clique
if self.G.has_edge(i, node1) and self.G.has_edge(i, node2):
if node < node1 < node2 < i:
self.total_four_clique.append((node, node1, node2, i))
'''
# 4 chordal cycle
if i != node1 and i != node2 and self.G.has_edge(i, node1) and not self.G.has_edge(i, node2):
if node2 < i:
self.total_four_chordal_cycle.append((node2, node, node1, i))
'''
'''
# derive from open triangles
for node_pairs in self.total_open_triangle:
(node, node1, node2) = node_pairs
for i in self.G.neighbors(node1):
# 4-path, small node first
if not self.G.has_edge(node2, i) and not self.G.has_edge(node, i):
# eliminate duplication
if node < node1:
self.total_four_path.append((node, node2, node1, i))
# 4-cycle, small node first
if i != node and self.G.has_edge(node2, i) and not self.G.has_edge(node, i):
if node < i and node < node1 and node < node2:
self.total_four_cycle.append((node, node1, node2, i))
for i in self.G.neighbors(node2):
# 4-path, small node first
if not self.G.has_edge(node1, i) and not self.G.has_edge(node, i):
# eliminate duplication
if node < node2:
self.total_four_path.append((node, node1, node2, i))
for i in self.G.neighbors(node):
# 3-star
if node1 < node2 < i and not self.G.has_edge(node1, i) and not self.G.has_edge(node2, i):
# eliminate duplication: from small to big index
self.total_three_star.append((node, node1, node2, i))
'''
# this function must be after _count_trianlges function
def _count_4_nodes(self):
# derive from close triangles dict
for node in self.close_triangle_dict:
for node_pairs in self.close_triangle_dict[node]:
(node1, node2) = node_pairs
for i in self.G.neighbors(node1):
# 4 tailed triangle
if i != node2 and not self.G.has_edge(i, node2) and not self.G.has_edge(i, node):
self._add_2_dict(self.four_tailed_triangle_dict, node, (node2, node1, i))
if node < node2:
self.total_four_tailed_triangle.append((node, node2, node1, i))
# 4-chordal cycle
if i != node and self.G.has_edge(i, node2) and not self.G.has_edge(i, node):
self._add_2_dict(self.four_chordal_cycle_dict, node, (node1, node2, i))
if node < i:
self.total_four_chordal_cycle.append((node, node1, node2, i))
for i in self.G.neighbors(node2):
# 4 tailed triangle
if i != node1 and not self.G.has_edge(i, node1) and not self.G.has_edge(i, node):
self._add_2_dict(self.four_tailed_triangle_dict, node, (node1, node2, i))
if node < node1:
self.total_four_tailed_triangle.append((node, node1, node2, i))
for i in self.G.neighbors(node):
# 4-clique
if self.G.has_edge(i, node1) and self.G.has_edge(i, node2):
if node1 < node2 < i:
self._add_2_dict(self.four_clique_dict, node, (node1, node2, i))
if node < node1 < node2 < i:
self.total_four_clique.append((node, node1, node2, i))
# derive from open triangles
for node in self.open_triangle_dict:
for node_pairs in self.open_triangle_dict[node]:
(node1, node2) = node_pairs
for i in self.G.neighbors(node1):
# 4-path, small node first
if not self.G.has_edge(node2, i) and not self.G.has_edge(node, i):
self._add_2_dict(self.four_path_dict, node, (node2, node1, i))
# eliminate duplication
if node < node1:
self.total_four_path.append((node, node2, node1, i))
# 4-cycle, small node first
if i != node and self.G.has_edge(node2, i) and not self.G.has_edge(node, i):
self._add_2_dict(self.four_cycle_dict, node, (node1, node2, i))
if node < i and node < node1 and node < node2:
self.total_four_cycle.append((node, node1, node2, i))
for i in self.G.neighbors(node2):
# 4-path, small node first
if not self.G.has_edge(node1, i) and not self.G.has_edge(node, i):
self._add_2_dict(self.four_path_dict, node, (node1, node2, i))
# eliminate duplication
if node < node2:
self.total_four_path.append((node, node1, node2, i))
for i in self.G.neighbors(node):
# 3-star
if node1 < node2 < i and not self.G.has_edge(node1, i) and not self.G.has_edge(node2, i):
# eliminate duplication: from small to big index
self._add_2_dict(self.three_star_dict, node, (node1, node2, i))
self.total_three_star.append((node, node1, node2, i))
def _count_triangles(self):
num_node = nx.number_of_nodes(self.G)
for k in range(num_node):
for i in self.G.neighbors(k):
for j in self.G.neighbors(k):
if i < j:
# There is a close triangle
if self.G.has_edge(i, j):
if k in self.close_triangle_dict:
self.close_triangle_dict[k].append((i, j))
else:
self.close_triangle_dict[k] = []
self.close_triangle_dict[k].append((i, j))
if k < i:
self.total_close_triangle.append((k, i, j))
# There is an open triangle
else:
if k in self.open_triangle_dict:
self.open_triangle_dict[k].append((i, j))
else:
self.open_triangle_dict[k] = []
self.open_triangle_dict[k].append((i, j))
self.total_open_triangle.append((k, i, j))
# main function
if __name__ == "__main__":
G = nx.Graph()
'''
G.add_edges_from(
[(0, 3), (1, 3), (1, 4), (1, 7), (2, 3), (2, 4), (2, 5), (2, 7), (3, 4), (3, 5), (3, 6), (4, 5), (4, 6),
(4, 7),(5, 6)])
'''
# G.add_edges_from([(0, 1), (0, 2), (0,3), (0,4), (3, 5), (5, 9), (5, 8), (5, 7), (5, 6)])
'''
size = 10
for i in range(7):
start = time.time()
G = nx.fast_gnp_random_graph(size, 0.5, seed=0)
graphlet = Graphlet(G)
end = time.time()
print("%d sized graph: %f" % (size, end - start))
size = size * 2
'''
G = nx.fast_gnp_random_graph(100, 0.4, seed=0)
#G = nx.barabasi_albert_graph(100, 3, seed=0)
graphlet = Graphlet(G)
graphlet.print_triangles()
print("\n")
graphlet.print_4_nodes()
print("\n")
print(len(graphlet.total_five_graphlet[20]))
'''
count = 1
for d in graphlet.total_five_graphlet:
print("%dth graphlet: %d" % (count, len(d)))
print(d)
count = count + 1
graphlet.show_graph()
'''