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heap.py
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from heapq import heapify, heappop
class Heap():
# data format: [node_degree, node_index]
heap = []
hash = dict()
def init(self, initial):
self.heap = initial
for value, index in initial:
self.hash[index] = value
self.rebuild()
def rebuild(self):
heapify(self.heap)
def pop(self):
return heappop(self.heap)
def contains(self, index):
return index in self.hash
def update(self, index, value):
self.hash[index] = value
for i, e in enumerate(self.heap):
if e[1] == index:
self.heap[i] = [value, index]
break
self.rebuild()
def get(self, index):
return self.hash.get(index)
def size(self):
return len(self.heap)
def build_heap(graph):
heap = Heap()
degree_index = {}
data = [] # data format: [node_degree, node_index]
for node in graph.nodes:
node_index = node
degree = graph.degree[node_index]
degree_index[node_index] = degree
# multiply to -1 for desc order
data.append([-1 * degree, node_index])
heap.init(data)
return heap, degree_index
def get_degrees(graph):
degrees = {}
for node in graph.nodes:
node_index = node
degree = graph.degree[node_index]
degrees[node_index] = degree
return degrees
def get_heap(nodes, degrees, visited):
heap = Heap()
heap_data = [] # data format: [node_degree, node_index]
for node in nodes:
if not visited[node]:
degree = degrees[node]
# multiply to -1 for desc order
heap_data.append([-1 * degree, node])
heap.init(heap_data)
return heap