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SCC.cpp
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#include <iostream>
#include <vector>
#include <stack>
#include <algorithm>
#include <queue>
class Graph {
public:
Graph(int V);
void addEdge(int v, int w);
std::vector<std::vector<int>> findSCCs();
int countSCCs();
std::vector<std::pair<int, int>> findEdgesToMakeSCC();
bool isConnected();
private:
void SCCUtil(int u, std::vector<int>& disc, std::vector<int>& low, std::stack<int>& st, std::vector<bool>& inStack, std::vector<std::vector<int>>& sccs);
int V;
std::vector<std::vector<int>> adj;
int time;
};
Graph::Graph(int V) : V(V), adj(V), time(0) {}
void Graph::addEdge(int v, int w) {
adj[v].push_back(w);
}
std::vector<std::vector<int>> Graph::findSCCs() {
std::vector<int> disc(V, -1);
std::vector<int> low(V, -1);
std::vector<bool> inStack(V, false);
std::stack<int> st;
std::vector<std::vector<int>> sccs;
for (int i = 0; i < V; ++i) {
if (disc[i] == -1) {
SCCUtil(i, disc, low, st, inStack, sccs);
}
}
return sccs;
}
int Graph::countSCCs() {
return findSCCs().size();
}
std::vector<std::pair<int, int>> Graph::findEdgesToMakeSCC() {
std::vector<std::vector<int>> sccs = findSCCs();
if (sccs.size() == 1) {
return {}; // 图已经是强连通的
}
std::vector<int> sccInDegree(sccs.size(), 0);
std::vector<int> sccOutDegree(sccs.size(), 0);
std::vector<bool> sccVisited(sccs.size(), false);
// 计算每个SCC的入度和出度
for (size_t i = 0; i < sccs.size(); ++i) {
for (int node : sccs[i]) {
for (int adjNode : adj[node]) {
int adjSccIndex = std::find(sccs.begin(), sccs.end(), std::vector<int>{adjNode}) - sccs.begin();
if (i != adjSccIndex) {
sccOutDegree[i]++;
sccInDegree[adjSccIndex]++;
}
}
}
}
std::vector<std::pair<int, int>> additionalEdges;
std::queue<int> sources; // 存储没有出边的SCC的索引
// 找出所有没有出边的SCC
for (size_t i = 0; i < sccs.size(); ++i) {
if (sccOutDegree[i] == 0) {
sources.push(i);
}
}
while (!sources.empty()) {
int sourceIndex = sources.front();
sources.pop();
for (int targetIndex = 0; targetIndex < sccs.size(); ++targetIndex) {
if (!sccVisited[targetIndex] && sccInDegree[targetIndex] == 0) {
// 添加从sourceIndex到targetIndex的边
additionalEdges.emplace_back(sccs[sourceIndex][0], sccs[targetIndex][0]);
sccVisited[targetIndex] = true;
sccInDegree[targetIndex]++; // 更新入度
// 如果targetIndex的所有顶点都已访问,将其出度置为0
if (std::all_of(sccs[targetIndex].begin(), sccs[targetIndex].end(), [&](int node) {
return sccVisited[std::find(sccs.begin(), sccs.end(), std::vector<int>{node}) - sccs.begin()];
})) {
sccOutDegree[targetIndex] = 0;
}
break; // 由于每个SCC只有一个代表性顶点,添加一条边即可
}
}
}
return additionalEdges;
}
void Graph::SCCUtil(int u, std::vector<int>& disc, std::vector<int>& low, std::stack<int>& st, std::vector<bool>& inStack, std::vector<std::vector<int>>& sccs) {
disc[u] = low[u] = ++time;
st.push(u);
inStack[u] = true;
for (int v : adj[u]) {
if (disc[v] == -1) {
SCCUtil(v, disc, low, st, inStack, sccs);
low[u] = std::min(low[u], low[v]);
} else if (inStack[v]) {
low[u] = std::min(low[u], disc[v]);
}
}
if (low[u] == disc[u]) {
std::vector<int> scc;
int w;
do {
w = st.top();
st.pop();
inStack[w] = false;
scc.push_back(w);
} while (w != u);
sccs.push_back(scc);
}
}
bool Graph::isConnected() {
std::vector<std::vector<int>> sccs = findSCCs();
if (sccs.size() == 1) {
return 1; // 图已经是强连通的
}
return 0;
}
// Functions for adjacency matrix
std::vector<std::vector<int>> findSCCsFromAdjMatrix(int V, const std::vector<std::vector<int>>& adjMatrix) {
Graph g(V);
for (int i = 0; i < V; ++i) {
for (int j = 0; j < V; ++j) {
if (adjMatrix[i][j] != 0) {
g.addEdge(i, j);
}
}
}
return g.findSCCs();
}
int countSCCsFromAdjMatrix(int V, const std::vector<std::vector<int>>& adjMatrix) {
Graph g(V);
for (int i = 0; i < V; ++i) {
for (int j = 0; j < V; ++j) {
if (adjMatrix[i][j] != 0) {
g.addEdge(i, j);
}
}
}
return g.countSCCs();
}
std::vector<std::pair<int, int>> findEdgesToMakeSCCFromAdjMatrix(int V, const std::vector<std::vector<int>>& adjMatrix) {
Graph g(V);
for (int i = 0; i < V; ++i) {
for (int j = 0; j < V; ++j) {
if (adjMatrix[i][j] != 0) {
g.addEdge(i, j);
}
}
}
return g.findEdgesToMakeSCC();
}
// Functions for adjacency list
std::vector<std::vector<int>> findSCCsFromAdjList(int V, const std::vector<std::vector<int>>& adjList) {
Graph g(V);
for (int u = 0; u < V; ++u) {
for (int v : adjList[u]) {
g.addEdge(u, v);
}
}
return g.findSCCs();
}
int countSCCsFromAdjList(int V, const std::vector<std::vector<int>>& adjList) {
Graph g(V);
for (int u = 0; u < V; ++u) {
for (int v : adjList[u]) {
g.addEdge(u, v);
}
}
return g.countSCCs();
}
std::vector<std::pair<int, int>> findEdgesToMakeSCCFromAdjList(int V, const std::vector<std::vector<int>>& adjList) {
Graph g(V);
for (int u = 0; u < V; ++u) {
for (int v : adjList[u]) {
g.addEdge(u, v);
}
}
return g.findEdgesToMakeSCC();
}
bool isConnectedFromAdjMatrix(int V, const std::vector<std::vector<int>>& adjMatrix) {
Graph g(V);
for (int i = 0; i < V; ++i) {
for (int j = 0; j < V; ++j) {
if (adjMatrix[i][j] != 0) {
g.addEdge(i, j);
}
}
}
return g.isConnected();
}
bool isConnectedFromAdjList(int V, const std::vector<std::vector<int>>& adjList) {
Graph g(V);
for (int u = 0; u < V; ++u) {
for (int v : adjList[u]) {
g.addEdge(u, v);
}
}
return g.isConnected();
}
int main() {
// 示例图的顶点数和边
int V = 5;
std::vector<std::vector<int>> adjList = {
{1, 3}, // 0 连接到 1 和 3
{2}, // 1 连接到 2
{3}, // 2 连接到 3
{4}, // 3 连接到 4
{} // 4 没有连接
};
// 创建图实例
Graph g(V);
// 添加边
for (int i = 0; i < V; ++i) {
for (int j : adjList[i]) {
g.addEdge(i, j);
}
}
std::cout << "Graph is " << (g.isConnected() ? "connected" : "not connected") << std::endl;
// 测试 findSCCs 函数
std::vector<std::vector<int>> sccs = g.findSCCs();
std::cout << "Strongly Connected Components (SCCs):" << std::endl;
for (const auto& scc : sccs) {
std::cout << "SCC: ";
for (int v : scc) {
std::cout << v << " ";
}
std::cout << std::endl;
}
// 测试 countSCCs 函数
std::cout << "Number of SCCs: " << g.countSCCs() << std::endl;
// 测试 findEdgesToMakeSCC 函数
std::vector<std::pair<int, int>> edges = g.findEdgesToMakeSCC();
std::cout << "Edges to make the graph strongly connected:" << std::endl;
for (const auto& edge : edges) {
std::cout << "(" << edge.first << ", " << edge.second << ")" << std::endl;
}
// 测试基于邻接矩阵和邻接表的函数
std::vector<std::vector<int>> adjMatrix(V, std::vector<int>(V, 0));
for (int i = 0; i < V; ++i) {
for (int j : adjList[i]) {
adjMatrix[i][j] = 1;
}
}
auto sccsFromMatrix = findSCCsFromAdjMatrix(V, adjMatrix);
auto sccsFromList = findSCCsFromAdjList(V, adjList);
std::cout << "SCCs from adjacency matrix:" << std::endl;
for (const auto& scc : sccsFromMatrix) {
std::cout << "SCC: ";
for (int v : scc) {
std::cout << v << " ";
}
std::cout << std::endl;
}
std::cout << "SCCs from adjacency list:" << std::endl;
for (const auto& scc : sccsFromList) {
std::cout << "SCC: ";
for (int v : scc) {
std::cout << v << " ";
}
std::cout << std::endl;
}
// 测试 isConnected 函数
std::cout << "Graph is " << (g.isConnected() ? "connected" : "not connected") << std::endl;
return 0;
}