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August 3, 2017 04:44
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Topological sort in python (not mine)
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####################################################################### | |
# Implements a topological sort algorithm. | |
# | |
# Copyright 2014 True Blade Systems, Inc. | |
# | |
# Licensed under the Apache License, Version 2.0 (the "License"); | |
# you may not use this file except in compliance with the License. | |
# You may obtain a copy of the License at | |
# | |
# http://www.apache.org/licenses/LICENSE-2.0 | |
# | |
# Unless required by applicable law or agreed to in writing, software | |
# distributed under the License is distributed on an "AS IS" BASIS, | |
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
# See the License for the specific language governing permissions and | |
# limitations under the License. | |
# | |
# Notes: | |
# Based on http://code.activestate.com/recipes/578272-topological-sort | |
# with these major changes: | |
# Added unittests. | |
# Deleted doctests (maybe not the best idea in the world, but it cleans | |
# up the docstring). | |
# Moved functools import to the top of the file. | |
# Changed assert to a ValueError. | |
# Changed iter[items|keys] to [items|keys], for python 3 | |
# compatibility. I don't think it matters for python 2 these are | |
# now lists instead of iterables. | |
# Copy the input so as to leave it unmodified. | |
# Renamed function from toposort2 to toposort. | |
# Handle empty input. | |
# Switch tests to use set literals. | |
# | |
######################################################################## | |
from functools import reduce as _reduce | |
__all__ = ['toposort', 'toposort_flatten', 'CircularDependencyError'] | |
class CircularDependencyError(ValueError): | |
def __init__(self, data): | |
# Sort the data just to make the output consistent, for use in | |
# error messages. That's convenient for doctests. | |
s = 'Circular dependencies exist among these items: {{{}}}'.format(', '.join('{!r}:{!r}'.format(key, value) for key, value in sorted(data.items()))) | |
super(CircularDependencyError, self).__init__(s) | |
self.data = data | |
def toposort(data): | |
"""Dependencies are expressed as a dictionary whose keys are items | |
and whose values are a set of dependent items. Output is a list of | |
sets in topological order. The first set consists of items with no | |
dependences, each subsequent set consists of items that depend upon | |
items in the preceeding sets. | |
""" | |
# Special case empty input. | |
if len(data) == 0: | |
return | |
# Copy the input so as to leave it unmodified. | |
data = data.copy() | |
# Ignore self dependencies. | |
for k, v in data.items(): | |
v.discard(k) | |
# Find all items that don't depend on anything. | |
extra_items_in_deps = _reduce(set.union, data.values()) - set(data.keys()) | |
# Add empty dependences where needed. | |
data.update({item:set() for item in extra_items_in_deps}) | |
while True: | |
ordered = set(item for item, dep in data.items() if len(dep) == 0) | |
if not ordered: | |
break | |
yield ordered | |
data = {item: (dep - ordered) | |
for item, dep in data.items() | |
if item not in ordered} | |
if len(data) != 0: | |
raise CircularDependencyError(data) | |
def toposort_flatten(data, sort=True): | |
"""Returns a single list of dependencies. For any set returned by | |
toposort(), those items are sorted and appended to the result (just to | |
make the results deterministic).""" | |
result = [] | |
for d in toposort(data): | |
result.extend((sorted if sort else list)(d)) | |
return result |
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