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 recursion would be easier. Can you show me an example?
Sure! Here's a simple example using recursion:
class Graph:
def __init__(self):
self.graph = {}
def add_edge(self, u, v):
if u not in self.graph:
self.graph[u] = []
self.graph[u].append(v)
def dfs(self, node, visited=None):
if visited is None:
visited = set()
visited.add(node)
print(node)
for neighbor in self.graph.get(node, []):
if neighbor not in visited:
self.dfs(neighbor, visited)
# Example usage:
g = Graph()
g.add_edge(1, 2)
g.add_edge(1, 3)
g.add_edge(2, 4)
g.dfs(1)
What does this code do exactly?
This code defines a Graph
class where you can add edges and perform a depth-first search starting from a specified node. It prints each node as it visits it.
Can I modify it to return the visited nodes instead of printing them?
Absolutely! You can modify the dfs
method to append visited nodes to a list and return that list at the end. Would you like to see that modification?
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