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Merge pull request #338 from peterstace/disjointset
Add DisjointSet data structure
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package geom | ||
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// disjointSet implements a standard disjoint-set data structure (also known as | ||
// a union-find structure or a merge-find structure). It stores a collection of | ||
// disjoint (non-overlapping) sets. The set elements are integers (which may be | ||
// mapped externally to more complicated types). | ||
type disjointSet struct { | ||
parent []int // self reference indicates root | ||
rank []int | ||
} | ||
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// newDistointSet creates a new disjoint set containing n sets, each with a | ||
// single item. The items are 0 (inclusive) through to n (exclusive). | ||
func newDisjointSet(n int) disjointSet { | ||
set := disjointSet{make([]int, n), make([]int, n)} | ||
for i := range set.parent { | ||
set.parent[i] = i | ||
} | ||
return set | ||
} | ||
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// find searches for the representative for the set containing x. All elements | ||
// of the set containing x will have the same representative. To find out if | ||
// two elements are in the same set, find can be used on each element and the | ||
// representatives compared. | ||
func (s disjointSet) find(x int) int { | ||
root := x | ||
for s.parent[root] != root { | ||
root = s.parent[root] | ||
} | ||
for s.parent[x] != root { | ||
parent := s.parent[x] | ||
s.parent[x] = root | ||
x = parent | ||
} | ||
return root | ||
} | ||
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// union merges the set containing x with the set containing y. | ||
func (s disjointSet) union(x, y int) { | ||
x = s.find(x) | ||
y = s.find(y) | ||
if x == y { | ||
return | ||
} | ||
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if s.rank[x] < s.rank[y] { | ||
x, y = y, x | ||
} | ||
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s.parent[y] = x | ||
if s.rank[x] == s.rank[y] { | ||
s.rank[x]++ | ||
} | ||
} |
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package geom | ||
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import ( | ||
"strconv" | ||
"testing" | ||
) | ||
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func TestDisjointSet(t *testing.T) { | ||
type intPair struct{ a, b int } | ||
for idx, tc := range []struct { | ||
size int | ||
merges []intPair | ||
}{ | ||
{ | ||
size: 0, | ||
merges: nil, | ||
}, | ||
{ | ||
size: 1, | ||
merges: []intPair{{0, 0}}, | ||
}, | ||
{ | ||
size: 2, | ||
merges: []intPair{{0, 1}}, | ||
}, | ||
{ | ||
size: 2, | ||
merges: []intPair{{1, 0}}, | ||
}, | ||
{ | ||
size: 2, | ||
merges: []intPair{{1, 1}}, | ||
}, | ||
{ | ||
size: 3, | ||
merges: []intPair{ | ||
{1, 0}, | ||
{0, 2}, | ||
}, | ||
}, | ||
{ | ||
size: 4, | ||
merges: []intPair{ | ||
{2, 1}, | ||
{0, 3}, | ||
{1, 0}, | ||
}, | ||
}, | ||
{ | ||
size: 5, | ||
merges: []intPair{ | ||
{2, 1}, | ||
{0, 3}, | ||
{1, 0}, | ||
{3, 4}, | ||
}, | ||
}, | ||
} { | ||
t.Run(strconv.Itoa(idx), func(t *testing.T) { | ||
t.Logf("num elements: %d", tc.size) | ||
simpleSet := newSimpleDisjointSet(tc.size) | ||
fastSet := newDisjointSet(tc.size) | ||
for _, m := range tc.merges { | ||
t.Logf("merging %d and %d", m.a, m.b) | ||
fastSet.union(m.a, m.b) | ||
simpleSet.union(m.a, m.b) | ||
for i := 0; i < tc.size; i++ { | ||
for j := 0; j < tc.size; j++ { | ||
gotFast := fastSet.find(i) == fastSet.find(j) | ||
gotSimple := simpleSet.find(i) == simpleSet.find(j) | ||
if gotFast != gotSimple { | ||
t.Errorf("mismatch between %d and %d in same set: fast=%v simple=%v", i, j, gotFast, gotSimple) | ||
} | ||
} | ||
} | ||
} | ||
}) | ||
} | ||
} | ||
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// simpleDisjointSet is a _simple_ but _inefficient_ implementation | ||
// of a disjoint set data structure. It's used as a reference | ||
// implementation for testing. | ||
type simpleDisjointSet struct { | ||
// For the simple implementation, we store the set identifier | ||
// for each element directly. This results in very simple | ||
// operations, but linear union time complexity. | ||
set []int | ||
} | ||
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func newSimpleDisjointSet(size int) simpleDisjointSet { | ||
items := make([]int, size) | ||
for i := range items { | ||
items[i] = i | ||
} | ||
return simpleDisjointSet{items} | ||
} | ||
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func (s simpleDisjointSet) find(x int) int { | ||
return s.set[x] | ||
} | ||
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func (s simpleDisjointSet) union(x, y int) { | ||
setX := s.find(x) | ||
setY := s.find(y) | ||
for i := range s.set { | ||
if s.set[i] == setY { | ||
s.set[i] = setX | ||
} | ||
} | ||
} |