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Shortest Path in a Graph
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Shortest Path in a Graph

MediumPython

Problem

You are given a directed graph with non-negative edge weights. Write a function that returns the shortest distance from a start node to an end node, along with the actual path taken.

If the end node is unreachable, return (-1, []).

Formal Specification

  • Input:
    • n, the number of nodes labeled 0 to n - 1
    • edges, a list of [u, v, w] triples representing a directed edge from u to v with weight w
    • start, the source node
    • end, the destination node
  • Output:
    • A tuple (distance, path) where distance is the minimum total weight from start to end, and path is a list of node labels from start to end

Use an algorithm that is efficient for sparse graphs and handles up to large input sizes.

Constraints

  • 1 <= n <= 10^5
  • 0 <= len(edges) <= 2 * 10^5
  • 0 <= u, v < n
  • 0 <= w <= 10^9
  • 0 <= start, end < n
  • All edge weights are non-negative

Function Signature

def shortest_path(n, edges, start, end):
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