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Add a stronglyConnectedComponents() function.
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R=lrn@google.com

Review URL: https://codereview.chromium.org//2069253002 .
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nex3 committed Jun 23, 2016
1 parent 982ba24 commit 8f9500c
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5 changes: 5 additions & 0 deletions CHANGELOG.md
@@ -1,3 +1,8 @@
## 1.9.0

* Add a top-level `stronglyConnectedComponents()` function that returns the
strongly connected components in a directed graph.

## 1.8.0

* Add a top-level `mapMap()` function that works like `Iterable.map()` on a
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77 changes: 73 additions & 4 deletions lib/src/functions.dart
Expand Up @@ -2,6 +2,9 @@
// for details. All rights reserved. Use of this source code is governed by a
// BSD-style license that can be found in the LICENSE file.

import 'dart:math' as math;
import 'dart:collection';

import 'utils.dart';

// TODO(nweiz): When sdk#26488 is fixed, use overloads to ensure that if [key]
Expand Down Expand Up @@ -104,12 +107,13 @@ Map<dynamic/*=T*/, List/*<S>*/> groupBy/*<S, T>*/(Iterable/*<S>*/ values,
///
/// [transitive closure]: https://en.wikipedia.org/wiki/Transitive_closure
///
/// This interprets [graph] as a directed graph with a vertex for each key and
/// edges from each key to the values associated with that key.
/// Interprets [graph] as a directed graph with a vertex for each key and edges
/// from each key to the values that the key maps to.
///
/// Assumes that every vertex in the graph has a key to represent it, even if
/// that vertex has no outgoing edges. For example, `{"a": ["b"]}` is not valid,
/// but `{"a": ["b"], "b": []}` is.
/// that vertex has no outgoing edges. This isn't checked, but if it's not
/// satisfied, the function may crash or provide unexpected output. For example,
/// `{"a": ["b"]}` is not valid, but `{"a": ["b"], "b": []}` is.
Map<dynamic/*=T*/, Set/*<T>*/> transitiveClosure/*<T>*/(
Map<dynamic/*=T*/, Iterable/*<T>*/> graph) {
// This uses [Warshall's algorithm][], modified not to add a vertex from each
Expand Down Expand Up @@ -137,3 +141,68 @@ Map<dynamic/*=T*/, Set/*<T>*/> transitiveClosure/*<T>*/(

return result;
}

/// Returns the [strongly connected components][] of [graph], in topological
/// order.
///
/// [strongly connected components]: https://en.wikipedia.org/wiki/Strongly_connected_component
///
/// Interprets [graph] as a directed graph with a vertex for each key and edges
/// from each key to the values that the key maps to.
///
/// Assumes that every vertex in the graph has a key to represent it, even if
/// that vertex has no outgoing edges. This isn't checked, but if it's not
/// satisfied, the function may crash or provide unexpected output. For example,
/// `{"a": ["b"]}` is not valid, but `{"a": ["b"], "b": []}` is.
List<Set/*<T>*/> stronglyConnectedComponents/*<T>*/(
Map<dynamic/*=T*/, Iterable/*<T>*/> graph) {
// This uses [Tarjan's algorithm][].
//
// [Tarjan's algorithm]: https://en.wikipedia.org/wiki/Tarjan%27s_strongly_connected_components_algorithm
var index = 0;
var stack = /*<T>*/[];
var result = /*<Set<T>>*/[];

// The order of these doesn't matter, so we use un-linked implementations to
// avoid unnecessary overhead.
var indices = new HashMap/*<T, int>*/();
var lowLinks = new HashMap/*<T, int>*/();
var onStack = new HashSet/*<T>*/();

strongConnect(/*=T*/ vertex) {
indices[vertex] = index;
lowLinks[vertex] = index;
index++;

stack.add(vertex);
onStack.add(vertex);

for (var successor in graph[vertex]) {
if (!indices.containsKey(successor)) {
strongConnect(successor);
lowLinks[vertex] = math.min(lowLinks[vertex], lowLinks[successor]);
} else if (onStack.contains(successor)) {
lowLinks[vertex] = math.min(lowLinks[vertex], lowLinks[successor]);
}
}

if (lowLinks[vertex] == indices[vertex]) {
var component = new Set/*<T>*/();
var/*=T*/ neighbor;
do {
neighbor = stack.removeLast();
onStack.remove(neighbor);
component.add(neighbor);
} while (neighbor != vertex);
result.add(component);
}
}

for (var vertex in graph.keys) {
if (!indices.containsKey(vertex)) strongConnect(vertex);
}

// Tarjan's algorithm produces a reverse-topological sort, so we reverse it to
// get a normal topological sort.
return result.reversed.toList();
}
2 changes: 1 addition & 1 deletion pubspec.yaml
@@ -1,5 +1,5 @@
name: collection
version: 1.8.0
version: 1.9.0
author: Dart Team <misc@dartlang.org>
description: Collections and utilities functions and classes related to collections.
homepage: https://www.github.com/dart-lang/collection
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93 changes: 93 additions & 0 deletions test/functions_test.dart
Expand Up @@ -181,4 +181,97 @@ void main() {
}));
});
});

group("stronglyConnectedComponents()", () {
test("returns an empty list for an empty graph", () {
expect(stronglyConnectedComponents({}), isEmpty);
});

test("returns one set for a singleton graph", () {
expect(stronglyConnectedComponents({"a": []}),
equals([new Set.from(["a"])]));
});

test("returns two sets for a two-element tree", () {
expect(stronglyConnectedComponents({"a": ["b"], "b": []}),
equals([new Set.from(["a"]), new Set.from(["b"])]));
});

test("returns one set for a two-element loop", () {
expect(stronglyConnectedComponents({"a": ["b"], "b": ["a"]}),
equals([new Set.from(["a", "b"])]));
});

test("returns individual vertices for a tree", () {
expect(stronglyConnectedComponents({
"foo": ["bar"],
"bar": ["baz", "bang"],
"baz": ["qux"],
"bang": ["zap"],
"qux": [],
"zap": []
}), equals([
// This is expected to return *a* topological ordering, but this isn't
// the only valid one. If the function implementation changes in the
// future, this test may need to be updated.
new Set.from(["foo"]),
new Set.from(["bar"]),
new Set.from(["bang"]),
new Set.from(["zap"]),
new Set.from(["baz"]),
new Set.from(["qux"])
]));
});

test("returns a single set for a fully cyclic graph", () {
expect(stronglyConnectedComponents({
"foo": ["bar"],
"bar": ["baz"],
"baz": ["bang"],
"bang": ["foo"]
}), equals([new Set.from(["foo", "bar", "baz", "bang"])]));
});

test("returns separate sets for each strongly connected component", () {
// https://en.wikipedia.org/wiki/Strongly_connected_component#/media/File:Scc.png
expect(stronglyConnectedComponents({
"a": ["b"],
"b": ["c", "e", "f"],
"c": ["d", "g"],
"d": ["c", "h"],
"e": ["a", "f"],
"f": ["g"],
"g": ["f"],
"h": ["g", "d"]
}), equals([
// This is expected to return *a* topological ordering, but this isn't
// the only valid one. If the function implementation changes in the
// future, this test may need to be updated.
new Set.from(["a", "b", "e"]),
new Set.from(["c", "d", "h"]),
new Set.from(["f", "g"]),
]));
});

test("always returns components in topological order", () {
expect(stronglyConnectedComponents({
"bar": ["baz", "bang"],
"zap": [],
"baz": ["qux"],
"qux": [],
"foo": ["bar"],
"bang": ["zap"]
}), equals([
// This is expected to return *a* topological ordering, but this isn't
// the only valid one. If the function implementation changes in the
// future, this test may need to be updated.
new Set.from(["foo"]),
new Set.from(["bar"]),
new Set.from(["bang"]),
new Set.from(["zap"]),
new Set.from(["baz"]),
new Set.from(["qux"])
]));
});
});
}

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