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hello-algo/en/codes/python/chapter_graph/graph_bfs.py
Yudong Jin 14c314c08c Retranslate the complete English edition from Simplified Chinese (#2010)
* Retranslate the complete English edition from Simplified Chinese

* Polish three English explanations after reader-focused review
2026-10-31 03:35:51 +08:00

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1.9 KiB
Python

"""
File: graph_bfs.py
Created Time: 2023-02-23
Author: krahets (krahets@163.com)
"""
import sys
from pathlib import Path
sys.path.append(str(Path(__file__).parent.parent))
from modules import Vertex, vals_to_vets, vets_to_vals
from collections import deque
from graph_adjacency_list import GraphAdjList
def graph_bfs(graph: GraphAdjList, start_vet: Vertex) -> list[Vertex]:
"""Breadth-first traversal"""
# Represent the graph with an adjacency list to access all neighbors of a given vertex
# Vertex traversal sequence
res = []
# Hash set recording visited vertices
visited = set[Vertex]([start_vet])
# Use a queue to implement BFS
que = deque[Vertex]([start_vet])
# Starting from start_vet, loop until all reachable vertices have been visited
while len(que) > 0:
vet = que.popleft() # Dequeue the front vertex
res.append(vet) # Record the visited vertex
# Traverse all neighbors of this vertex
for adj_vet in graph.adj_list[vet]:
if adj_vet in visited:
continue # Skip vertices that have already been visited
que.append(adj_vet) # Enqueue only unvisited vertices
visited.add(adj_vet) # Mark this vertex as visited
# Return the vertex traversal sequence
return res
"""Driver code"""
if __name__ == "__main__":
# Initialize the undirected graph
v = vals_to_vets([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
edges = [
[v[0], v[1]],
[v[0], v[3]],
[v[1], v[2]],
[v[1], v[4]],
[v[2], v[5]],
[v[3], v[4]],
[v[3], v[6]],
[v[4], v[5]],
[v[4], v[7]],
[v[5], v[8]],
[v[6], v[7]],
[v[7], v[8]],
]
graph = GraphAdjList(edges)
print("\nGraph after initialization:")
graph.print()
# Breadth-first traversal
res = graph_bfs(graph, v[0])
print("\nVertex sequence from breadth-first traversal (BFS):")
print(vets_to_vals(res))