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DisjointSet - union & find
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class DisjointSet(object): | |
index = list() | |
depth = list() | |
def __init__(self, n): | |
self.index = list(range(n)) | |
self.depth = [0] * n | |
def tree_num(self): | |
num = 0 | |
for i in range(len(self.index)): | |
if self.index[i] == i: | |
num += 1 | |
return num | |
def find(self, i): | |
if (self.index[i] != i): | |
self.index[i] = self.find(self.index[i]) # optimize path | |
return self.index[i] | |
def union(self, i, j): | |
index_i = self.find(i) | |
index_j = self.find(j) | |
if index_i != index_j: | |
if self.depth[i] > self.depth[j]: | |
self.index[index_j] = index_i | |
elif self.depth[i] < self.depth[j]: | |
self.index[index_i] = index_j | |
else: | |
self.index[index_i] = index_j | |
self.depth[index_j] += 1 | |
def __str__(self): | |
return 'items: {}\nindex: {}\ndepth: {}'.format(list(range(len(self.index))), self.index, self.depth) |
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%%time | |
js = DisjointSet(10) | |
links = [[1,2], [2,3], [3,5], [5, 6]] | |
for pair in links: | |
js.union(pair[0], pair[1]) | |
print(js.tree_num()) | |
print(js) | |
# 6 | |
# items: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] | |
# index: [0, 2, 5, 2, 4, 5, 5, 7, 8, 9] | |
# depth: [0, 0, 1, 0, 0, 1, 0, 0, 0, 0] | |
# CPU times: user 4 ms, sys: 0 ns, total: 4 ms | |
# Wall time: 143 µs |
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