Alex's Anthology of Algorithms Common Code for Contests in Concise C++
Graphs / Shortest Paths

4.3.3 Shortest Path (Dijkstra)

4-Graphs/4.3.3_Shortest_Path_(Dijkstra).cpp

View on GitHub

Given a starting node in a weighted, directed graph with nonnegative weights only, visit every connected node and determine the minimum distance to each such node. Optionally, output the shortest path to a specific destination node using the shortest-path tree from the predecessor array pred.

Dijkstra's algorithm repeatedly selects the unvisited node of smallest tentative distance using a priority queue and relaxes its outgoing edges. Dijkstra's algorithm requires nonnegative edge weights. Use Bellman-Ford or SPFA instead when negative edges are present. Because the weights are nonnegative, a node's distance is final the first time it is removed from the queue.

  • dijkstra(start, adj, dist, pred) returns a pair of vectors dist and pred for an adjacency list adj which must consist of nodes numbered [0, n), where n is adj.size(). Each edge is stored as (neighbor, weight), where weight is nonnegative.

For path reconstruction, pred[v] stores the node immediately before v on the shortest path from start to v, or $-1$ if v is start or unreachable. Follow pred backward from the destination to start, then reverse that sequence to recover the path.

Implementation

#include <cstdint>
#include <functional>
#include <limits>
#include <queue>
#include <utility>
#include <vector>

template<class T>
std::pair<std::vector<T>, std::vector<int>> dijkstra(
    const std::vector<std::vector<std::pair<int, T>>> &adj, int start
) {
  const T INF = std::numeric_limits<T>::max() / 4;
  int n = static_cast<int>(adj.size());
  std::vector<T> dist(n, INF);
  std::vector<int> pred(n, -1);
  dist[start] = 0;
  std::priority_queue<
      std::pair<T, int>, std::vector<std::pair<T, int>>, std::greater<std::pair<T, int>>>
      pq;
  pq.emplace(0, start);
  while (!pq.empty()) {
    auto [du, u] = pq.top();
    pq.pop();
    if (du != dist[u]) {
      continue;
    }
    for (auto &[v, w] : adj[u]) {
      if (dist[v] > dist[u] + w) {
        dist[v] = dist[u] + w;
        pred[v] = u;
        pq.emplace(dist[v], v);
      }
    }
  }
  return {dist, pred};
}

Example Usage

#include <iostream>
using namespace std;

vector<vector<pair<int, int64_t>>> adj;

void print_path(const vector<int> &pred, int dest) {
  vector<int> path;
  for (int j = dest; pred[j] != -1; j = pred[j]) {
    path.push_back(pred[j]);
  }
  cout << "Take the path: ";
  while (!path.empty()) {
    cout << path.back() << "->";
    path.pop_back();
  }
  cout << dest << "." << endl;
}

int main() {
  int start = 0, dest = 3;
  adj.assign(4, {});
  adj[0].push_back({1, 2});
  adj[0].push_back({3, 8});
  adj[1].push_back({2, 2});
  adj[1].push_back({3, 4});
  adj[2].push_back({3, 1});
  auto [dist, pred] = dijkstra(adj, start);
  cout << "The shortest distance from " << start << " to " << dest << " is " << dist[dest] << ".\n";
  print_path(pred, dest);
  return 0;
}

Example Output

The shortest distance from 0 to 3 is 5.
Take the path: 0->1->2->3.