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search: add Johnson all pair shortest path function
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// Copyright ©2015 The gonum Authors. All rights reserved. | ||
// Use of this source code is governed by a BSD-style | ||
// license that can be found in the LICENSE file. | ||
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package search | ||
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import ( | ||
"math" | ||
"math/rand" | ||
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"github.com/gonum/graph" | ||
"github.com/gonum/graph/concrete" | ||
) | ||
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// JohnsonAllPaths returns a shortest-path tree for shortest paths in the graph g. | ||
// If weight is nil and the graph does not implement graph.Coster, UniformCost is used. | ||
func JohnsonAllPaths(g graph.Graph, weight graph.CostFunc) (paths ShortestPaths, ok bool) { | ||
jg := johnsonWeightAdjuster{ | ||
g: g, | ||
from: g.Neighbors, | ||
to: g.Neighbors, | ||
weight: weight, | ||
} | ||
switch g := g.(type) { | ||
case graph.DirectedGraph: | ||
jg.from = g.Successors | ||
jg.to = g.Predecessors | ||
jg.edgeTo = g.EdgeTo | ||
default: | ||
jg.edgeTo = g.EdgeBetween | ||
} | ||
if jg.weight == nil { | ||
if g, ok := g.(graph.Coster); ok { | ||
jg.weight = g.Cost | ||
} else { | ||
jg.weight = UniformCost | ||
} | ||
} | ||
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nodes := g.NodeList() | ||
indexOf := make(map[int]int, len(nodes)) | ||
for i, n := range nodes { | ||
indexOf[n.ID()] = i | ||
} | ||
sign := -1 | ||
for { | ||
// Choose a random node ID until we find | ||
// one that is not in g. | ||
jg.q = sign * rand.Int() | ||
if _, exists := indexOf[jg.q]; !exists { | ||
break | ||
} | ||
sign *= -1 | ||
} | ||
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jg.bellmanFord = true | ||
jg.adjustBy, ok = BellmanFordFrom(johnsonGraphNode(jg.q), jg, nil) | ||
if !ok { | ||
return paths, false | ||
} | ||
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jg.bellmanFord = false | ||
paths = DijkstraAllPaths(jg, nil) | ||
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for i, u := range paths.nodes { | ||
hu := jg.adjustBy.WeightTo(u) | ||
for j, v := range paths.nodes { | ||
if i == j { | ||
continue | ||
} | ||
hv := jg.adjustBy.WeightTo(v) | ||
paths.dist.Set(i, j, paths.dist.At(i, j)-hu+hv) | ||
} | ||
} | ||
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return paths, ok | ||
} | ||
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type johnsonWeightAdjuster struct { | ||
q int | ||
g graph.Graph | ||
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from, to func(graph.Node) []graph.Node | ||
edgeTo func(graph.Node, graph.Node) graph.Edge | ||
weight graph.CostFunc | ||
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bellmanFord bool | ||
adjustBy Shortest | ||
} | ||
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var ( | ||
_ graph.DirectedGraph = johnsonWeightAdjuster{} | ||
_ graph.Coster = johnsonWeightAdjuster{} | ||
) | ||
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func (g johnsonWeightAdjuster) NodeExists(n graph.Node) bool { | ||
if g.bellmanFord && n.ID() == g.q { | ||
return true | ||
} | ||
return g.g.NodeExists(n) | ||
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} | ||
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func (g johnsonWeightAdjuster) NodeList() []graph.Node { | ||
if g.bellmanFord { | ||
return append(g.g.NodeList(), johnsonGraphNode(g.q)) | ||
} | ||
return g.g.NodeList() | ||
} | ||
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func (g johnsonWeightAdjuster) Neighbors(n graph.Node) []graph.Node { | ||
panic("search: unintended use of johnsonWeightAdjuster") | ||
} | ||
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func (g johnsonWeightAdjuster) EdgeBetween(u, v graph.Node) graph.Edge { | ||
panic("search: unintended use of johnsonWeightAdjuster") | ||
} | ||
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func (g johnsonWeightAdjuster) Successors(n graph.Node) []graph.Node { | ||
if g.bellmanFord && n.ID() == g.q { | ||
return g.g.NodeList() | ||
} | ||
return g.from(n) | ||
} | ||
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func (g johnsonWeightAdjuster) Predecessors(n graph.Node) []graph.Node { | ||
panic("search: unintended use of johnsonWeightAdjuster") | ||
} | ||
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func (g johnsonWeightAdjuster) EdgeTo(u, v graph.Node) graph.Edge { | ||
if g.bellmanFord && u.ID() == g.q && g.g.NodeExists(v) { | ||
return concrete.Edge{johnsonGraphNode(g.q), v} | ||
} | ||
return g.edgeTo(u, v) | ||
} | ||
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func (g johnsonWeightAdjuster) Cost(e graph.Edge) float64 { | ||
if g.bellmanFord { | ||
switch g.q { | ||
case e.From().ID(): | ||
return 0 | ||
case e.To().ID(): | ||
return math.Inf(1) | ||
default: | ||
return g.weight(e) | ||
} | ||
} | ||
return g.weight(e) + g.adjustBy.WeightTo(e.From()) - g.adjustBy.WeightTo(e.To()) | ||
} |
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// Copyright ©2015 The gonum Authors. All rights reserved. | ||
// Use of this source code is governed by a BSD-style | ||
// license that can be found in the LICENSE file. | ||
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package search_test | ||
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import ( | ||
"math" | ||
"reflect" | ||
"sort" | ||
"testing" | ||
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"github.com/gonum/graph" | ||
"github.com/gonum/graph/internal" | ||
"github.com/gonum/graph/search" | ||
) | ||
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func TestJohnsonAllPaths(t *testing.T) { | ||
for _, test := range shortestPathTests { | ||
g := test.g() | ||
for _, e := range test.edges { | ||
switch g := g.(type) { | ||
case graph.MutableDirectedGraph: | ||
g.AddDirectedEdge(e, e.Cost) | ||
case graph.MutableGraph: | ||
g.AddUndirectedEdge(e, e.Cost) | ||
default: | ||
panic("johnson: bad graph type") | ||
} | ||
} | ||
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pt, ok := search.JohnsonAllPaths(g.(graph.Graph), nil) | ||
if test.hasNegativeCycle { | ||
if ok { | ||
t.Errorf("%q: expected negative cycle", test.name) | ||
} | ||
continue | ||
} | ||
if !ok { | ||
t.Fatalf("%q: unexpected negative cycle", test.name) | ||
} | ||
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// Check all random paths returned are OK. | ||
for i := 0; i < 10; i++ { | ||
p, weight, unique := pt.Between(test.query.From(), test.query.To()) | ||
if weight != test.weight { | ||
t.Errorf("%q: unexpected weight from Between: got:%f want:%f", | ||
test.name, weight, test.weight) | ||
} | ||
if weight := pt.Weight(test.query.From(), test.query.To()); weight != test.weight { | ||
t.Errorf("%q: unexpected weight from Weight: got:%f want:%f", | ||
test.name, weight, test.weight) | ||
} | ||
if unique != test.unique { | ||
t.Errorf("%q: unexpected number of paths: got: unique=%t want: unique=%t", | ||
test.name, unique, test.unique) | ||
} | ||
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var got []int | ||
for _, n := range p { | ||
got = append(got, n.ID()) | ||
} | ||
ok := len(got) == 0 && len(test.want) == 0 | ||
for _, sp := range test.want { | ||
if reflect.DeepEqual(got, sp) { | ||
ok = true | ||
break | ||
} | ||
} | ||
if !ok { | ||
t.Errorf("%q: unexpected shortest path:\ngot: %v\nwant from:%v", | ||
test.name, p, test.want) | ||
} | ||
} | ||
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np, weight, unique := pt.Between(test.none.From(), test.none.To()) | ||
if np != nil || !math.IsInf(weight, 1) || unique != false { | ||
t.Errorf("%q: unexpected path:\ngot: path=%v weight=%f unique=%t\nwant:path=<nil> weight=+Inf unique=false", | ||
test.name, np, weight, unique) | ||
} | ||
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paths, weight := pt.AllBetween(test.query.From(), test.query.To()) | ||
if weight != test.weight { | ||
t.Errorf("%q: unexpected weight from Between: got:%f want:%f", | ||
test.name, weight, test.weight) | ||
} | ||
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var got [][]int | ||
if len(paths) != 0 { | ||
got = make([][]int, len(paths)) | ||
} | ||
for i, p := range paths { | ||
for _, v := range p { | ||
got[i] = append(got[i], v.ID()) | ||
} | ||
} | ||
sort.Sort(internal.BySliceValues(got)) | ||
if !reflect.DeepEqual(got, test.want) { | ||
t.Errorf("testing %q: unexpected shortest paths:\ngot: %v\nwant:%v", | ||
test.name, got, test.want) | ||
} | ||
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nps, weight := pt.AllBetween(test.none.From(), test.none.To()) | ||
if nps != nil || !math.IsInf(weight, 1) { | ||
t.Errorf("%q: unexpected path:\ngot: paths=%v weight=%f\nwant:path=<nil> weight=+Inf", | ||
test.name, nps, weight) | ||
} | ||
} | ||
} |