|
| 1 | +""" |
| 2 | +Disjoint Set (Union by Size). |
| 3 | +Reference: https://en.wikipedia.org/wiki/Disjoint-set_data_structure |
| 4 | +""" |
| 5 | + |
| 6 | +from __future__ import annotations |
| 7 | + |
| 8 | + |
| 9 | +class Node: |
| 10 | + def __init__(self, data: int) -> None: |
| 11 | + self.data = data |
| 12 | + self.size: int |
| 13 | + self.parent: Node |
| 14 | + |
| 15 | + |
| 16 | +def make_set(x: Node) -> None: |
| 17 | + """ |
| 18 | + Make x as a set. |
| 19 | + |
| 20 | + >>> v = Node(1) |
| 21 | + >>> make_set(v) |
| 22 | + >>> v.size |
| 23 | + 1 |
| 24 | + >>> v.parent == v |
| 25 | + True |
| 26 | + """ |
| 27 | + x.size = 1 |
| 28 | + x.parent = x |
| 29 | + |
| 30 | + |
| 31 | +def find_set(x: Node) -> Node: |
| 32 | + """ |
| 33 | + Return the representative (parent) of the set containing x. |
| 34 | + |
| 35 | + >>> v = Node(1) |
| 36 | + >>> make_set(v) |
| 37 | + >>> find_set(v) == v |
| 38 | + True |
| 39 | + """ |
| 40 | + if x != x.parent: |
| 41 | + x.parent = find_set(x.parent) # Path compression |
| 42 | + return x.parent |
| 43 | + |
| 44 | + |
| 45 | +def union_set(x: Node, y: Node) -> None: |
| 46 | + """ |
| 47 | + Union of two sets by size. |
| 48 | + The root with the larger size becomes the parent. |
| 49 | + |
| 50 | + >>> v = [Node(i) for i in range(4)] |
| 51 | + >>> for node in v: make_set(node) |
| 52 | + >>> union_set(v[0], v[1]) |
| 53 | + >>> union_set(v[2], v[3]) |
| 54 | + >>> union_set(v[1], v[3]) |
| 55 | + >>> find_set(v[0]) == find_set(v[2]) |
| 56 | + True |
| 57 | + """ |
| 58 | + x, y = find_set(x), find_set(y) |
| 59 | + if x == y: |
| 60 | + return |
| 61 | + |
| 62 | + if x.size < y.size: |
| 63 | + x, y = y, x |
| 64 | + y.parent = x |
| 65 | + x.size += y.size |
| 66 | + |
| 67 | + |
| 68 | +def test_disjoint_set() -> None: |
| 69 | + """ |
| 70 | + >>> test_disjoint_set() |
| 71 | + """ |
| 72 | + vertex = [Node(i) for i in range(6)] |
| 73 | + for v in vertex: |
| 74 | + make_set(v) |
| 75 | + |
| 76 | + union_set(vertex[0], vertex[1]) |
| 77 | + union_set(vertex[1], vertex[2]) |
| 78 | + union_set(vertex[3], vertex[4]) |
| 79 | + union_set(vertex[3], vertex[5]) |
| 80 | + |
| 81 | + # After unions, sets should be {0,1,2} and {3,4,5} |
| 82 | + assert find_set(vertex[0]) == find_set(vertex[1]) |
| 83 | + assert find_set(vertex[1]) == find_set(vertex[2]) |
| 84 | + assert find_set(vertex[3]) == find_set(vertex[4]) |
| 85 | + assert find_set(vertex[4]) == find_set(vertex[5]) |
| 86 | + |
| 87 | + assert find_set(vertex[0]) != find_set(vertex[3]) |
| 88 | + |
| 89 | + |
| 90 | +if __name__ == "__main__": |
| 91 | + import doctest |
| 92 | + |
| 93 | + doctest.testmod() |
| 94 | + test_disjoint_set() |
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