|
| 1 | +""" |
| 2 | +Data Structure: Kruskal's Minimum Spanning Tree (MST) Algorithm |
| 3 | +
|
| 4 | +Description: |
| 5 | + Kruskal's algorithm finds the Minimum Spanning Tree of a graph by |
| 6 | + sorting edges by weight and adding them one by one without creating cycles. |
| 7 | +
|
| 8 | +Use Case: |
| 9 | + Useful in network design (telecom, computer networks), clustering, |
| 10 | + and designing efficient transportation systems. |
| 11 | +
|
| 12 | +Time Complexity: |
| 13 | + O(E log E), where E = number of edges (due to sorting edges) |
| 14 | +
|
| 15 | +Space Complexity: |
| 16 | + O(V + E), where V = number of vertices, E = number of edges |
| 17 | +""" |
| 18 | + |
| 19 | +class DisjointSet: |
| 20 | + """Union-Find data structure for cycle detection.""" |
| 21 | + def __init__(self, n): |
| 22 | + self.parent = list(range(n)) |
| 23 | + self.rank = [0] * n |
| 24 | + |
| 25 | + def find(self, x): |
| 26 | + if self.parent[x] != x: |
| 27 | + self.parent[x] = self.find(self.parent[x]) |
| 28 | + return self.parent[x] |
| 29 | + |
| 30 | + def union(self, x, y): |
| 31 | + xroot, yroot = self.find(x), self.find(y) |
| 32 | + if xroot == yroot: |
| 33 | + return False |
| 34 | + if self.rank[xroot] < self.rank[yroot]: |
| 35 | + self.parent[xroot] = yroot |
| 36 | + elif self.rank[xroot] > self.rank[yroot]: |
| 37 | + self.parent[yroot] = xroot |
| 38 | + else: |
| 39 | + self.parent[yroot] = xroot |
| 40 | + self.rank[xroot] += 1 |
| 41 | + return True |
| 42 | + |
| 43 | + |
| 44 | +def kruskal(vertices, edges): |
| 45 | + """ |
| 46 | + Compute MST using Kruskal's algorithm. |
| 47 | +
|
| 48 | + Args: |
| 49 | + vertices (int): Number of vertices. |
| 50 | + edges (list of tuples): Each tuple = (weight, u, v) |
| 51 | +
|
| 52 | + Returns: |
| 53 | + list: Edges in the MST |
| 54 | + """ |
| 55 | + edges.sort() |
| 56 | + ds = DisjointSet(vertices) |
| 57 | + mst = [] |
| 58 | + for weight, u, v in edges: |
| 59 | + if ds.union(u, v): |
| 60 | + mst.append((u, v, weight)) |
| 61 | + return mst |
| 62 | + |
| 63 | + |
| 64 | +def main(): |
| 65 | + """Test Kruskal's MST algorithm.""" |
| 66 | + vertices = 4 |
| 67 | + edges = [ |
| 68 | + (10, 0, 1), |
| 69 | + (6, 0, 2), |
| 70 | + (5, 0, 3), |
| 71 | + (15, 1, 3), |
| 72 | + (4, 2, 3) |
| 73 | + ] |
| 74 | + mst = kruskal(vertices, edges) |
| 75 | + print("Edges in MST:", mst) |
| 76 | + |
| 77 | + |
| 78 | +if __name__ == "__main__": |
| 79 | + main() |
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