Created
July 9, 2013 10:36
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Union-Find data structure implementation with examples (Kruskala MST, Tarjan LCA etc)
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# Union-Find (Disjoint Set Union) | |
# more information on wiki: | |
# http://en.wikipedia.org/wiki/Disjoint-set_data_structure | |
class UF(object): | |
def __init__(self, size): | |
self.p = [None]*size | |
self.rank = [1]*size | |
def make(self, el): | |
self.p[el] = el | |
def find(self, el): | |
if self.p[el] == el: return el | |
self.p[el] = self.find(self.p[el]) | |
return self.p[el] | |
def unite(self, l, r): | |
li, ri = self.find(l), self.find(r) | |
if self.rank[li] < self.rank[ri]: | |
self.p[li] = ri | |
else: | |
self.p[ri] = li | |
if self.rank[li] == self.rank[ri]: | |
self.rank[li] += 1 | |
print "" | |
print "== compontents ==" | |
g = UF(10) | |
map(g.make, range(10)) | |
print g.p | |
for l,r in [(0,1), (2,3), (4,5), (6,7), (7,8), (5,6), (6,9)]: | |
g.unite(l,r) | |
print "num", sum(1 for l,r in enumerate(g.p) if l==r) | |
print "" | |
print "== Kruskala ==" | |
from operator import itemgetter | |
edges = [(0,1,1), | |
(1,2,100), | |
(2,5,40), | |
(3,4,60), | |
(4,5,12), | |
(5,6,20), | |
(7,8,40), | |
(8,9,80), | |
(6,7,21), | |
(7,10,52)] | |
krs = UF(11) | |
map(krs.make, range(11)) | |
path = [] | |
for l,r,_ in sorted(edges, key=itemgetter(2)): | |
if krs.find(l) != krs.find(r): | |
path.append((l,r)) | |
krs.unite(l,r) | |
print path | |
print "" | |
print "=== Tarjan LCA ===" | |
# tree | |
# 0 -> 1 | |
# -> 2 | |
# -> 3 -> 5 | |
# -> 4 | |
tree = { | |
0: [1, 2, 3, 4], | |
2: [], | |
3: [5], | |
4: [], | |
5: [] | |
} | |
# list of queries | |
queries = [ | |
(3, 5), # 3 | |
(1, 2), # 0 | |
(1, 5) # 0 | |
] | |
from collections import defaultdict | |
q = defaultdict(set) | |
for f,t in queries: | |
q[f].add(t) | |
q[t].add(f) | |
seen, ancs, t = [False]*6, [None]*6, UF(6) | |
def dfs(node): | |
ancs[node] = node | |
t.make(node) | |
for k in tree.get(node, ()): | |
if not seen[k]: | |
dfs(k) | |
ancs[k] = node | |
t.unite(k, node) | |
for qt in q.get(node, ()): | |
if seen[qt]: | |
print node, "&", qt, "-->", ancs[t.find(qt)] | |
seen[node] = True | |
dfs(0) |
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