def modified_slash_burn(current_gcc, hubset_k, gcc_num_nodes_criterion,
total_num_nodes, top_k_queue, iteration):
gccs = []
print "Finding k hubset", current_gcc.number_of_nodes(), current_gcc.number_of_edges()
# 1
# get a sorted list of (node, degree) in decreasing order
k_hubset_nd = sorted(current_gcc.degree_iter(), key=itemgetter(1), reverse=True)
# get the node index for the k highest degree vertex
k_hubset = [i[0] for i in k_hubset_nd[0:hubset_k]]
# consider subgraphs (stars) consisting of centrality nodes from the k hubset we are about to slash
for node in k_hubset:
hubset_subgraph = current_gcc.neighbors(node)
hubset_subgraph.append(node)
structure = mdl_encoding(current_gcc.subgraph(hubset_subgraph), total_num_nodes)
try:
top_k_queue.put(structure)
except Exception as e:
print "Manager was shut down so shouldn't be adding subgraphs", e
break
# remove the k hubset from G, so now we have G' (slash!)
current_gcc.remove_nodes_from(k_hubset)
print "Finding remaining subgraphs after having removed k hubset"
# 2
# get all the subgraphs after removing the k hubset
subgraphs = nx.connected_component_subgraphs(current_gcc, copy=False)
print "Iterating over remaining subgraphs and spinning off labeling if less than certain size"
# iterate over the remaining subgraphs we are "burning"
for subgraph in subgraphs:
if subgraph.number_of_nodes() <= gcc_num_nodes_criterion:
structure = mdl_encoding(subgraph, total_num_nodes)
try:
top_k_queue.put(structure)
except Exception as e:
print "Manager was shut down so shouldn't be adding subgraphs", e
break
else:
# append the subgraph to GCCs queue
gccs.append(subgraph)
return iteration, gccs
def k_hop_egonets(current_egonet, min_egonet_size, egonet_num_nodes_criterion, hop_k,
total_num_nodes, top_k_queue, iteration):
egonets = []
# 1
# get a sorted list of (node, degree) in decreasing order
node_degrees = sorted(current_egonet.degree_iter(), key=itemgetter(1), reverse=True)
for node, degree in node_degrees:
# if the node was removed as part of a previous egonet don't consider it any more
if not nx.degree(current_egonet, [node]):
continue
elif degree > min_egonet_size:
# iteratively build the k hop neighbors for the current node in consideration
k_hop_neighbors = set()
k_hop_neighbors.add(node)
neighbors = [node]
for hop in range(hop_k):
next_neighbors = set()
for n in neighbors:
for nn in current_egonet.neighbors(n):
if nn not in k_hop_neighbors:
next_neighbors.add(nn)
k_hop_neighbors = k_hop_neighbors.union(next_neighbors)
neighbors = next_neighbors
# construct a subgraph from the k hop neighbors and induced edges
subgraph = current_egonet.subgraph(k_hop_neighbors)
# and remove the k hop neigbors from the current egonet in consideration
current_egonet.remove_nodes_from(k_hop_neighbors)
if subgraph.number_of_nodes() <= egonet_num_nodes_criterion:
structure = mdl_encoding(subgraph, total_num_nodes)
try:
top_k_queue.put(structure)
except Exception as e:
print "Manager was shut down so shouldn't be adding subgraphs", e
break
else:
egonets.append(subgraph)
else:
break
return iteration, egonets