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Merge pull request wangzheng0822#177 from jerryderry/bfs-dfs-python
bfs and dfs of graphs in python
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""" | ||
Breadth-first search and depth-first search. | ||
Author: Wenru Dong | ||
""" | ||
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from typing import List, Optional, Generator, IO | ||
from collections import deque | ||
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class Graph: | ||
"""Undirected graph.""" | ||
def __init__(self, num_vertices: int): | ||
self._num_vertices = num_vertices | ||
self._adjacency = [[] for _ in range(num_vertices)] | ||
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def add_edge(self, s: int, t: int) -> None: | ||
self._adjacency[s].append(t) | ||
self._adjacency[t].append(s) | ||
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def _generate_path(self, s: int, t: int, prev: List[Optional[int]]) -> Generator[str, None, None]: | ||
if prev[t] or s != t: | ||
yield from self._generate_path(s, prev[t], prev) | ||
yield str(t) | ||
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def bfs(self, s: int, t: int) -> IO[str]: | ||
"""Print out the path from Vertex s to Vertex t | ||
using bfs. | ||
""" | ||
if s == t: return | ||
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visited = [False] * self._num_vertices | ||
visited[s] = True | ||
q = deque() | ||
q.append(s) | ||
prev = [None] * self._num_vertices | ||
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while q: | ||
v = q.popleft() | ||
for neighbour in self._adjacency[v]: | ||
if not visited[neighbour]: | ||
prev[neighbour] = v | ||
if neighbour == t: | ||
print("->".join(self._generate_path(s, t, prev))) | ||
return | ||
visited[neighbour] = True | ||
q.append(neighbour) | ||
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def dfs(self, s: int, t: int) -> IO[str]: | ||
"""Print out a path from Vertex s to Vertex t | ||
using dfs. | ||
""" | ||
found = False | ||
visited = [False] * self._num_vertices | ||
prev = [None] * self._num_vertices | ||
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def _dfs(from_vertex: int) -> None: | ||
nonlocal found | ||
if found: return | ||
visited[from_vertex] = True | ||
if from_vertex == t: | ||
found = True | ||
return | ||
for neighbour in self._adjacency[from_vertex]: | ||
if not visited[neighbour]: | ||
prev[neighbour] = from_vertex | ||
_dfs(neighbour) | ||
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_dfs(s) | ||
print("->".join(self._generate_path(s, t, prev))) | ||
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if __name__ == "__main__": | ||
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graph = Graph(8) | ||
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graph.add_edge(0, 1) | ||
graph.add_edge(0, 3) | ||
graph.add_edge(1, 2) | ||
graph.add_edge(1, 4) | ||
graph.add_edge(2, 5) | ||
graph.add_edge(3, 4) | ||
graph.add_edge(4, 5) | ||
graph.add_edge(4, 6) | ||
graph.add_edge(5, 7) | ||
graph.add_edge(6, 7) | ||
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graph.bfs(0, 7) | ||
graph.dfs(0, 7) |