Python/graphs/kahns_algorithm_topo.py

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def topological_sort(graph: dict[int, list[int]]) -> list[int] | None:
"""
Perform topological sorting of a Directed Acyclic Graph (DAG)
using Kahn's Algorithm via Breadth-First Search (BFS).
Topological sorting is a linear ordering of vertices in a graph such that for
every directed edge u v, vertex u comes before vertex v in the ordering.
Parameters:
graph: Adjacency list representing the directed graph where keys are
vertices, and values are lists of adjacent vertices.
Returns:
The topologically sorted order of vertices if the graph is a DAG.
Returns None if the graph contains a cycle.
Example:
>>> graph = {0: [1, 2], 1: [3], 2: [3], 3: [4, 5], 4: [], 5: []}
>>> topological_sort(graph)
[0, 1, 2, 3, 4, 5]
>>> graph_with_cycle = {0: [1], 1: [2], 2: [0]}
>>> topological_sort(graph_with_cycle)
"""
indegree = [0] * len(graph)
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queue = []
topo_order = []
processed_vertices_count = 0
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# Calculate the indegree of each vertex
Add flake8 pluin flake8 bugbear to pre-commit (#7132) * ci(pre-commit): Add ``flake8-builtins`` additional dependency to ``pre-commit`` (#7104) * refactor: Fix ``flake8-builtins`` (#7104) * fix(lru_cache): Fix naming conventions in docstrings (#7104) * ci(pre-commit): Order additional dependencies alphabetically (#7104) * fix(lfu_cache): Correct function name in docstring (#7104) * Update strings/snake_case_to_camel_pascal_case.py Co-authored-by: Christian Clauss <cclauss@me.com> * Update data_structures/stacks/next_greater_element.py Co-authored-by: Christian Clauss <cclauss@me.com> * Update digital_image_processing/index_calculation.py Co-authored-by: Christian Clauss <cclauss@me.com> * Update graphs/prim.py Co-authored-by: Christian Clauss <cclauss@me.com> * Update hashes/djb2.py Co-authored-by: Christian Clauss <cclauss@me.com> * refactor: Rename `_builtin` to `builtin_` ( #7104) * fix: Rename all instances (#7104) * refactor: Update variable names (#7104) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * ci: Create ``tox.ini`` and ignore ``A003`` (#7123) * revert: Remove function name changes (#7104) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Rename tox.ini to .flake8 * Update data_structures/heap/heap.py Co-authored-by: Dhruv Manilawala <dhruvmanila@gmail.com> * refactor: Rename `next_` to `next_item` (#7104) * ci(pre-commit): Add `flake8` plugin `flake8-bugbear` (#7127) * refactor: Follow `flake8-bugbear` plugin (#7127) * fix: Correct `knapsack` code (#7127) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Co-authored-by: Christian Clauss <cclauss@me.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Dhruv Manilawala <dhruvmanila@gmail.com>
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for values in graph.values():
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for i in values:
indegree[i] += 1
# Add all vertices with 0 indegree to the queue
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for i in range(len(indegree)):
if indegree[i] == 0:
queue.append(i)
# Perform BFS
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while queue:
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vertex = queue.pop(0)
processed_vertices_count += 1
topo_order.append(vertex)
# Traverse neighbors
for neighbor in graph[vertex]:
indegree[neighbor] -= 1
if indegree[neighbor] == 0:
queue.append(neighbor)
if processed_vertices_count != len(graph):
return None # no topological ordering exists due to cycle
return topo_order # valid topological ordering
if __name__ == "__main__":
import doctest
doctest.testmod()