advent-of-code/2017/d12/ex2/ex2.py

71 lines
2.1 KiB
Python
Executable file

#!/usr/bin/env python
import collections
import sys
class UnionFind:
_parent: list[int]
_rank: list[int]
def __init__(self, size: int):
# Each node is in its own set, making it its own parent...
self._parent = list(range(size))
# ... And its rank 0
self._rank = [0] * size
def find(self, elem: int) -> int:
while (parent := self._parent[elem]) != elem:
# Replace each parent link by a link to the grand-parent
elem, self._parent[elem] = parent, self._parent[parent]
return elem
def union(self, lhs: int, rhs: int) -> int:
lhs = self.find(lhs)
rhs = self.find(rhs)
# Bail out early if they already belong to the same set
if lhs == rhs:
return lhs
# Always keep `lhs` as the taller tree
if self._rank[lhs] < self._rank[rhs]:
lhs, rhs = rhs, lhs
# Merge the smaller tree into the taller one
self._parent[rhs] = lhs
# Update the rank when merging trees of approximately the same size
if self._rank[lhs] == self._rank[rhs]:
self._rank[lhs] += 1
return lhs
def sets(self) -> dict[int, set[int]]:
res: dict[int, set[int]] = collections.defaultdict(set)
for elem in range(len(self._parent)):
res[self.find(elem)].add(elem)
return dict(res)
def solve(input: str) -> int:
def parse_line(input: str) -> tuple[int, set[int]]:
origin, others = input.split(" <-> ")
return int(origin), {int(n) for n in others.split(", ")}
def parse(input: str) -> dict[int, set[int]]:
return {n: children for n, children in map(parse_line, input.splitlines())}
def count_groups(graph: dict[int, set[int]]) -> int:
uf = UnionFind(len(graph))
for n, children in graph.items():
for child in children:
uf.union(n, child)
return len(uf.sets())
graph = parse(input)
return count_groups(graph)
def main() -> None:
input = sys.stdin.read()
print(solve(input))
if __name__ == "__main__":
main()