forked from TheAlgorithms/Python
-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Strongly connected components (TheAlgorithms#2114)
* Implement strongly connected components for graph algorithms * fixup! Format Python code with psf/black push * Delete trailing whitespace * updating DIRECTORY.md * Add doctests and typehints * Remove unnecessary comments, change variable names * fixup! Format Python code with psf/black push * Change undefined variable's name * Apply suggestions from code review Co-authored-by: Christian Clauss <[email protected]> Co-authored-by: github-actions <${GITHUB_ACTOR}@users.noreply.github.com> Co-authored-by: Christian Clauss <[email protected]>
- Loading branch information
1 parent
2bbdc3b
commit fb3a228
Showing
2 changed files
with
106 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,105 @@ | ||
""" | ||
https://en.wikipedia.org/wiki/Strongly_connected_component | ||
Finding strongly connected components in directed graph | ||
""" | ||
|
||
test_graph_1 = { | ||
0: [2, 3], | ||
1: [0], | ||
2: [1], | ||
3: [4], | ||
4: [], | ||
} | ||
|
||
test_graph_2 = { | ||
0: [1, 2, 3], | ||
1: [2], | ||
2: [0], | ||
3: [4], | ||
4: [5], | ||
5: [3], | ||
} | ||
|
||
|
||
def topology_sort(graph: dict, vert: int, visited: list) -> list: | ||
""" | ||
Use depth first search to sort graph | ||
At this time graph is the same as input | ||
>>> topology_sort(test_graph_1, 0, 5 * [False]) | ||
[1, 2, 4, 3, 0] | ||
>>> topology_sort(test_graph_2, 0, 6 * [False]) | ||
[2, 1, 5, 4, 3, 0] | ||
""" | ||
|
||
visited[vert] = True | ||
order = [] | ||
|
||
for neighbour in graph[vert]: | ||
if not visited[neighbour]: | ||
order += topology_sort(graph, neighbour, visited) | ||
|
||
order.append(vert) | ||
|
||
return order | ||
|
||
|
||
def find_components(reversed_graph: dict, vert: int, visited: list) -> list: | ||
""" | ||
Use depth first search to find strongliy connected | ||
vertices. Now graph is reversed | ||
>>> find_components({0: [1], 1: [2], 2: [0]}, 0, 5 * [False]) | ||
[0, 1, 2] | ||
>>> find_components({0: [2], 1: [0], 2: [0, 1]}, 0, 6 * [False]) | ||
[0, 2, 1] | ||
""" | ||
|
||
visited[vert] = True | ||
component = [vert] | ||
|
||
for neighbour in reversed_graph[vert]: | ||
if not visited[neighbour]: | ||
component += find_components(reversed_graph, neighbour, visited) | ||
|
||
return component | ||
|
||
|
||
def strongly_connected_components(graph: dict) -> list: | ||
""" | ||
This function takes graph as a parameter | ||
and then returns the list of strongly connected components | ||
>>> strongly_connected_components(test_graph_1) | ||
[[0, 1, 2], [3], [4]] | ||
>>> strongly_connected_components(test_graph_2) | ||
[[0, 2, 1], [3, 5, 4]] | ||
""" | ||
|
||
visited = len(graph) * [False] | ||
reversed_graph = {vert: [] for vert in range(len(graph))} | ||
|
||
for vert, neighbours in graph.items(): | ||
for neighbour in neighbours: | ||
reversed_graph[neighbour].append(vert) | ||
|
||
order = [] | ||
for i, was_visited in enumerate(visited): | ||
if not was_visited: | ||
order += topology_sort(graph, i, visited) | ||
|
||
components_list = [] | ||
visited = len(graph) * [False] | ||
|
||
for i in range(len(graph)): | ||
vert = order[len(graph) - i - 1] | ||
if not visited[vert]: | ||
component = find_components(reversed_graph, vert, visited) | ||
components_list.append(component) | ||
|
||
return components_list | ||
|
||
|
||
if __name__ == "__main__": | ||
import doctest | ||
|
||
doctest.testmod() |