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authorxiubuzhe <xiubuzhe@sina.com>2023-10-08 20:59:00 +0800
committerxiubuzhe <xiubuzhe@sina.com>2023-10-08 20:59:00 +0800
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+# util/topological.py
+# Copyright (C) 2005-2022 the SQLAlchemy authors and contributors
+# <see AUTHORS file>
+#
+# This module is part of SQLAlchemy and is released under
+# the MIT License: https://www.opensource.org/licenses/mit-license.php
+
+"""Topological sorting algorithms."""
+
+from .. import util
+from ..exc import CircularDependencyError
+
+__all__ = ["sort", "sort_as_subsets", "find_cycles"]
+
+
+def sort_as_subsets(tuples, allitems):
+
+ edges = util.defaultdict(set)
+ for parent, child in tuples:
+ edges[child].add(parent)
+
+ todo = list(allitems)
+ todo_set = set(allitems)
+
+ while todo_set:
+ output = []
+ for node in todo:
+ if todo_set.isdisjoint(edges[node]):
+ output.append(node)
+
+ if not output:
+ raise CircularDependencyError(
+ "Circular dependency detected.",
+ find_cycles(tuples, allitems),
+ _gen_edges(edges),
+ )
+
+ todo_set.difference_update(output)
+ todo = [t for t in todo if t in todo_set]
+ yield output
+
+
+def sort(tuples, allitems, deterministic_order=True):
+ """sort the given list of items by dependency.
+
+ 'tuples' is a list of tuples representing a partial ordering.
+
+ deterministic_order is no longer used, the order is now always
+ deterministic given the order of "allitems". the flag is there
+ for backwards compatibility with Alembic.
+
+ """
+
+ for set_ in sort_as_subsets(tuples, allitems):
+ for s in set_:
+ yield s
+
+
+def find_cycles(tuples, allitems):
+ # adapted from:
+ # https://neopythonic.blogspot.com/2009/01/detecting-cycles-in-directed-graph.html
+
+ edges = util.defaultdict(set)
+ for parent, child in tuples:
+ edges[parent].add(child)
+ nodes_to_test = set(edges)
+
+ output = set()
+
+ # we'd like to find all nodes that are
+ # involved in cycles, so we do the full
+ # pass through the whole thing for each
+ # node in the original list.
+
+ # we can go just through parent edge nodes.
+ # if a node is only a child and never a parent,
+ # by definition it can't be part of a cycle. same
+ # if it's not in the edges at all.
+ for node in nodes_to_test:
+ stack = [node]
+ todo = nodes_to_test.difference(stack)
+ while stack:
+ top = stack[-1]
+ for node in edges[top]:
+ if node in stack:
+ cyc = stack[stack.index(node) :]
+ todo.difference_update(cyc)
+ output.update(cyc)
+
+ if node in todo:
+ stack.append(node)
+ todo.remove(node)
+ break
+ else:
+ node = stack.pop()
+ return output
+
+
+def _gen_edges(edges):
+ return set([(right, left) for left in edges for right in edges[left]])