How do I implement Depth-First Search in Python?
To implement Depth-First Search (DFS) in Python, you can use either recursion or a stack. Which method would you prefer?
I think I'd like to see the recursive method.
Great choice! Here's a simple recursive implementation:
def dfs_recursive(graph, node, visited=None):
if visited is None:
visited = set()
visited.add(node)
for neighbor in graph[node]:
if neighbor not in visited:
dfs_recursive(graph, neighbor, visited)
return visited
Would you like an example of how to use this function?
Yes, please provide an example.
Sure! Here's how you can use the dfs_recursive
function:
# Example graph represented as an adjacency list
graph = {
'A': ['B', 'C'],
'B': ['D', 'E'],
'C': ['F'],
'D': [],
'E': ['F'],
'F': []
}
# Starting DFS from node 'A'
visited_nodes = dfs_recursive(graph, 'A')
print(visited_nodes) # Output: {'A', 'B', 'D', 'E', 'F', 'C'}
This will visit all nodes reachable from 'A'. Do you have any other questions?
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