Hard
Minimize Malware Spread — Python
Full explanation · Time O(n^2) · Space O(n)
# Time: O(n^2)
# Space: O(n)
import collections
class UnionFind(object):
def __init__(self, n):
self.set = range(n)
def find_set(self, x):
if self.set[x] != x:
self.set[x] = self.find_set(self.set[x]) # path compression.
return self.set[x]
def union_set(self, x, y):
x_root, y_root = map(self.find_set, (x, y))
if x_root == y_root:
return False
self.set[min(x_root, y_root)] = max(x_root, y_root)
return True
class Solution(object):
def minMalwareSpread(self, graph, initial):
"""
:type graph: List[List[int]]
:type initial: List[int]
:rtype: int
"""
union_find = UnionFind(len(graph))
for i in xrange(len(graph)):
for j in xrange(i+1, len(graph)):
if graph[i][j] == 1:
union_find.union_set(i, j)
union_size = collections.Counter(union_find.find_set(i) for i in xrange(len(graph)))
malware_count = collections.Counter(union_find.find_set(i) for i in initial)
return min(initial, key=lambda x: [malware_count[union_find.find_set(x)] > 1,
-union_size[union_find.find_set(x)],
x])