有C++代码吗
时间: 2023-09-23 17:03:38 浏览: 69
当然可以,以下是使用C++的代码实现:
```cpp
#include <iostream>
#include <vector>
#include <cmath>
#include <algorithm>
using namespace std;
class UnionFind {
public:
UnionFind(int n) {
parent.resize(n);
size.resize(n, 1);
for (int i = 0; i < n; ++i) {
parent[i] = i;
}
}
int find(int i) {
if (parent[i] != i) {
parent[i] = find(parent[i]);
}
return parent[i];
}
void unite(int i, int j) {
int pi = find(i), pj = find(j);
if (pi != pj) {
if (size[pi] < size[pj]) {
swap(pi, pj);
}
parent[pj] = pi;
size[pi] += size[pj];
}
}
private:
vector<int> parent, size;
};
pair<int, vector<int>> cluster(const vector<pair<double, double>>& points, double d) {
int n = points.size();
UnionFind uf(n);
vector<tuple<int, int, double>> edges;
for (int i = 0; i < n; ++i) {
for (int j = i+1; j < n; ++j) {
double dist = sqrt(pow(points[i].first-points[j].first, 2) + pow(points[i].second-points[j].second, 2));
if (dist < d) {
edges.emplace_back(i, j, dist);
}
}
}
sort(edges.begin(), edges.end(), [](auto& a, auto& b) {
return get<2>(a) < get<2>(b);
});
for (auto& [i, j, dist] : edges) {
if (uf.find(i) != uf.find(j)) {
uf.unite(i, j);
}
}
int count = 0;
vector<int> sizes;
vector<bool> visited(n, false);
for (int i = 0; i < n; ++i) {
if (!visited[i]) {
++count;
int root = uf.find(i);
int size = uf.size[root];
visited[root] = true;
for (int j = 0; j < n; ++j) {
if (uf.find(j) == root) {
visited[j] = true;
}
}
sizes.push_back(size);
}
}
return {count, sizes};
}
int main() {
vector<pair<double, double>> points{{0,0}, {1,1}, {2,2}, {3,3}, {4,4}, {5,5}, {6,6}, {7,7}, {8,8}, {9,9}};
double d = 1.5;
auto [count, sizes] = cluster(points, d);
cout << "cluster count: " << count << endl;
cout << "cluster sizes: ";
for (auto size : sizes) {
cout << size << " ";
}
cout << endl;
return 0;
}
```
其中,`points`是一个包含所有点坐标的vector,`d`是距离阈值。函数`cluster`返回团簇的个数和每个团簇中点的个数。
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