Algorithm


Problem Name: 882. Reachable Nodes In Subdivided Graph

You are given an undirected graph (the "original graph") with n nodes labeled from 0 to n - 1. You decide to subdivide each edge in the graph into a chain of nodes, with the number of new nodes varying between each edge.

The graph is given as a 2D array of edges where edges[i] = [ui, vi, cnti] indicates that there is an edge between nodes ui and vi in the original graph, and cnti is the total number of new nodes that you will subdivide the edge into. Note that cnti == 0 means you will not subdivide the edge.

To subdivide the edge [ui, vi], replace it with (cnti + 1) new edges and cnti new nodes. The new nodes are x1, x2, ..., xcnti, and the new edges are [ui, x1], [x1, x2], [x2, x3], ..., [xcnti-1, xcnti], [xcnti, vi].

In this new graph, you want to know how many nodes are reachable from the node 0, where a node is reachable if the distance is maxMoves or less.

Given the original graph and maxMoves, return the number of nodes that are reachable from node 0 in the new graph.

 

Example 1:

Input: edges = [[0,1,10],[0,2,1],[1,2,2]], maxMoves = 6, n = 3
Output: 13
Explanation: The edge subdivisions are shown in the image above.
The nodes that are reachable are highlighted in yellow.

Example 2:

Input: edges = [[0,1,4],[1,2,6],[0,2,8],[1,3,1]], maxMoves = 10, n = 4
Output: 23

Example 3:

Input: edges = [[1,2,4],[1,4,5],[1,3,1],[2,3,4],[3,4,5]], maxMoves = 17, n = 5
Output: 1
Explanation: Node 0 is disconnected from the rest of the graph, so only node 0 is reachable.

 

Constraints:

  • 0 <= edges.length <= min(n * (n - 1) / 2, 104)
  • edges[i].length == 3
  • 0 <= ui < vi < n
  • There are no multiple edges in the graph.
  • 0 <= cnti <= 104
  • 0 <= maxMoves <= 109
  • 1 <= n <= 3000

Code Examples

#1 Code Example with Javascript Programming

Code - Javascript Programming


const reachableNodes = function(edges, maxMoves, n) {
    let res = 0,
    heap = new Heap(),
    state = new Array(n).fill(0),
    graph = Array.from(new Array(n), () => []),
    distance = new Array(n).fill(Number.MAX_SAFE_INTEGER);
  for (let [u, v, d] of edges) {
    graph[u].push([v, d]);
    graph[v].push([u, d]);
  }
  distance[0] = 0;
  heap.insert([0, distance[0]]);
  while (heap.length != 0) {
    let t = heap.remove();
    if (state[t[0]] === 1) continue;
    if (distance[t[0]]  < = maxMoves) res++;
    state[t[0]] = 1;
    for (let i of graph[t[0]]) {
      if (distance[i[0]] > distance[t[0]] + i[1] + 1) {
        distance[i[0]] = distance[t[0]] + i[1] + 1;
        heap.insert([i[0], distance[i[0]]]);
      }
    }
  }
  for (let [u, v, d] of edges) {
    let a = maxMoves - distance[u] >= 0 ? maxMoves - distance[u] : 0,
      b = maxMoves - distance[v] >= 0 ? maxMoves - distance[v] : 0;
    res += Math.min(d, a + b);
  }
  return res;
};

class Heap {
  constructor() {
    this.heap = [];
  }

  get length() {
    return this.heap.length;
  }

  compare(i, j) {
    if (!this.heap[j]) return false;
    return this.heap[i][1] > this.heap[j][1];
  }

  swap(i, j) {
    const temp = this.heap[i];
    this.heap[i] = this.heap[j];
    this.heap[j] = temp;
  }

  insert(num) {
    this.heap.push(num);
    let idx = this.length - 1;
    let parent = (idx - 1) >> 1;
    while (idx !== 0 && this.compare(parent, idx)) {
      this.swap(parent, idx);
      idx = parent;
      parent = (idx - 1) >> 1;
    }
  }

  remove() {
    if (this.length === 1) return this.heap.pop();
    let res = this.heap[0],
      idx = 0,
      left = 1 | (idx << 1),
      right = (1 + idx) << 1;
    this.heap[0] = this.heap.pop();
    while (this.compare(idx, left) || this.compare(idx, right)) {
      if (this.compare(left, right)) {
        this.swap(idx, right);
        idx = right;
      } else {
        this.swap(idx, left);
        idx = left;
      }
      left = 1 | (idx << 1);
      right = (1 + idx) << 1;
    }
    return res;
  }
}
Copy The Code & Try With Live Editor

Input

x
+
cmd
edges = [[0,1,10],[0,2,1],[1,2,2]], maxMoves = 6, n = 3

Output

x
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cmd
13

#2 Code Example with Python Programming

Code - Python Programming


class Solution:
    def reachableNodes(self, edges, M, N):
        adj, seen = collections.defaultdict(dict), set()
        for a, b, l in edges:
            adj[a][b] = [l, 0]
            adj[b][a] = [l, 0]
        q = [(0, M, None)]
        while q:
            new = []
            for i, moves, pre in q:
                seen.add(i)
                for j in adj[i]:
                    if moves > adj[i][j][1]:
                        adj[i][j][1] = moves
                        if moves > adj[i][j][0] and j != pre:
                            new.append((j, moves - adj[i][j][0] - 1, i))
            q = new 
        return sum(min(adj[i][j][1] + adj[j][i][1], l) for i, j, l in edges) + len(seen)
Copy The Code & Try With Live Editor

Input

x
+
cmd
edges = [[0,1,10],[0,2,1],[1,2,2]], maxMoves = 6, n = 3

Output

x
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cmd
13
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