k路最短路径算法python代码实现
时间: 2023-11-08 11:10:46 浏览: 187
图算法-所有点对最短路径
以下是K路最短路径算法的Python代码实现,其中使用了Dijkstra算法来找到单源最短路径。
```python
import heapq
def k_shortest_paths(graph, start, end, k):
paths = []
shortest_path = dijkstra(graph, start, end)
paths.append(shortest_path)
for i in range(1, k):
graph_copy = graph.copy()
for j in range(len(paths[-1])-1):
node1, node2 = paths[-1][j], paths[-1][j+1]
if node1 in graph_copy and node2 in graph_copy[node1]:
del graph_copy[node1][node2]
if not graph_copy:
break
path = dijkstra(graph_copy, start, end)
if path not in paths:
paths.append(path)
return paths
def dijkstra(graph, start, end):
heap = [(0, start, [])]
while heap:
(cost, node, path) = heapq.heappop(heap)
if node not in path:
path = path + [node]
if node == end:
return path
for next_node in graph.get(node, {}):
heapq.heappush(heap, (cost + graph[node][next_node], next_node, path))
return None
```
其中,`graph` 是一个字典,用来表示图的邻接表,`start` 和 `end` 分别表示起点和终点,`k` 表示要求的第 k 短路径。返回的结果是一个列表,包含 k 条路径,每条路径是一个节点列表。
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