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29 changes: 18 additions & 11 deletions devito/tools/data_structures.py
Original file line number Diff line number Diff line change
Expand Up @@ -585,18 +585,25 @@ def topological_sort(self, choose_element=None):

def connected_components(self, enumerated=False):
"""
Find all connected sub-graphs and return them as a list.
Find all weakly connected sub-graphs and return them as a list.
"""
groups = []

for n0 in self.graph:
found = {n0} | set(self.all_downstreams(n0))
for g in groups:
if g.intersection(found):
g.update(found)
break
else:
groups.append(found)
parent = {n: n for n in self.graph}

def find(n):
while parent[n] is not n:
parent[n] = parent[parent[n]] # Path halving
n = parent[n]
return n

for n0, downstreams in self.graph.items():
for n1 in downstreams:
parent[find(n1)] = find(n0)

# Ordered by first appearance in `self.graph`
groups = OrderedDict()
for n in self.graph:
groups.setdefault(find(n), set()).add(n)
groups = list(groups.values())

if enumerated:
mapper = OrderedDict()
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32 changes: 30 additions & 2 deletions tests/test_tools.py
Original file line number Diff line number Diff line change
@@ -1,14 +1,15 @@
import os
import time
from itertools import groupby

import numpy as np
import pytest
from sympy.abc import a, b, c, d, e

from devito import Eq, Operator, switchenv
from devito.tools import (
CacheInstances, DefaultFrozenDict, UnboundedMultiTuple, UnboundTuple, ctypes_to_cstr,
filter_ordered, memoized_meth, toposort, transitive_closure
DAG, CacheInstances, DefaultFrozenDict, UnboundedMultiTuple, UnboundTuple,
ctypes_to_cstr, filter_ordered, memoized_meth, toposort, transitive_closure
)
from devito.types.basic import Symbol

Expand All @@ -28,6 +29,33 @@ def test_toposort(elements, expected):
assert expected is None


@pytest.mark.parametrize('edges, expected', [
# Downstreams overlapping two previously disjoint groups
([(a, d), (b, e), (c, d), (c, e)], [{a, b, c, d, e}]),
# Disjoint chains
([(a, b), (c, d)], [{a, b}, {c, d}, {e}]),
# Isolated nodes
([], [{a}, {b}, {c}, {d}, {e}]),
# Suffix fan, as created by a `BREAK` hazard in `Fusion._build_dag`
([(a, c), (b, c), (c, d), (c, e)], [{a, b, c, d, e}]),
])
def test_connected_components(edges, expected):
dag = DAG(nodes=[a, b, c, d, e], edges=edges)

# Components in order of first appearance
assert dag.connected_components() == tuple(expected)

# Same label within a component, distinct labels across components
mapper = dag.connected_components(enumerated=True)
assert all(len({mapper[n] for n in g}) == 1 for g in expected)
assert len(set(mapper.values())) == len(expected)

# The runs `Fusion` derives from the labels
key = lambda n: next(i for i, g in enumerate(expected) if n in g)
assert ([len(list(g)) for _, g in groupby(dag.nodes, key=mapper.get)] ==
[len(list(g)) for _, g in groupby(dag.nodes, key=key)])


def test_sorting():
key = lambda x: x

Expand Down
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