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Implement connected components algorithm for graphs (TheAlgorithms#2113)
* Implement connected components algorithm for graphs * fixup! Format Python code with psf/black push * Add parameters and return values annotations with Python type hints * updating DIRECTORY.md * Add doctests and typehints * Remove unnecessary comments, change variable names * fixup! Format Python code with psf/black push Co-authored-by: github-actions <${GITHUB_ACTOR}@users.noreply.github.com>
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""" | ||
https://en.wikipedia.org/wiki/Component_(graph_theory) | ||
Finding connected components in graph | ||
""" | ||
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test_graph_1 = { | ||
0: [1, 2], | ||
1: [0, 3], | ||
2: [0], | ||
3: [1], | ||
4: [5, 6], | ||
5: [4, 6], | ||
6: [4, 5], | ||
} | ||
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test_graph_2 = { | ||
0: [1, 2, 3], | ||
1: [0, 3], | ||
2: [0], | ||
3: [0, 1], | ||
4: [], | ||
5: [], | ||
} | ||
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def dfs(graph: dict, vert: int, visited: list) -> list: | ||
""" | ||
Use depth first search to find all vertexes | ||
being in the same component as initial vertex | ||
>>> dfs(test_graph_1, 0, 5 * [False]) | ||
[0, 1, 3, 2] | ||
>>> dfs(test_graph_2, 0, 6 * [False]) | ||
[0, 1, 3, 2] | ||
""" | ||
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visited[vert] = True | ||
connected_verts = [] | ||
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for neighbour in graph[vert]: | ||
if not visited[neighbour]: | ||
connected_verts += dfs(graph, neighbour, visited) | ||
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return [vert] + connected_verts | ||
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def connected_components(graph: dict) -> list: | ||
""" | ||
This function takes graph as a parameter | ||
and then returns the list of connected components | ||
>>> connected_components(test_graph_1) | ||
[[0, 1, 3, 2], [4, 5, 6]] | ||
>>> connected_components(test_graph_2) | ||
[[0, 1, 3, 2], [4], [5]] | ||
""" | ||
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graph_size = len(graph) | ||
visited = graph_size * [False] | ||
components_list = [] | ||
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for i in range(graph_size): | ||
if not visited[i]: | ||
i_connected = dfs(graph, i, visited) | ||
components_list.append(i_connected) | ||
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return components_list | ||
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if __name__ == "__main__": | ||
import doctest | ||
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doctest.testmod() |