// 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. package network import ( "cmp" "fmt" "math" "slices" "testing" "gonum.org/v1/gonum/floats/scalar" "gonum.org/v1/gonum/graph/path" "gonum.org/v1/gonum/graph/simple" ) var betweennessTests = []struct { g []set wantTol float64 want map[int64]float64 wantEdges map[[2]int64]float64 }{ { // Example graph from http://en.wikipedia.org/wiki/File:PageRanks-Example.svg 16:17, 8 July 2009 g: []set{ A: nil, B: linksTo(C), C: linksTo(B), D: linksTo(A, B), E: linksTo(D, B, F), F: linksTo(B, E), G: linksTo(B, E), H: linksTo(B, E), I: linksTo(B, E), J: linksTo(E), K: linksTo(E), }, wantTol: 1e-1, want: map[int64]float64{ B: 32, D: 18, E: 48, }, wantEdges: map[[2]int64]float64{ {A, D}: 20, {B, C}: 20, {B, D}: 16, {B, E}: 12, {B, F}: 9, {B, G}: 9, {B, H}: 9, {B, I}: 9, {D, E}: 20, {E, F}: 11, {E, G}: 11, {E, H}: 11, {E, I}: 11, {E, J}: 20, {E, K}: 20, }, }, { // Example graph from http://en.wikipedia.org/w/index.php?title=PageRank&oldid=659286279#Power_Method g: []set{ A: linksTo(B, C), B: linksTo(D), C: linksTo(D, E), D: linksTo(E), E: linksTo(A), }, wantTol: 1e-3, want: map[int64]float64{ A: 2, B: 0.6667, C: 0.6667, D: 2, E: 0.6667, }, wantEdges: map[[2]int64]float64{ {A, B}: 2 + 2/3. + 4/2., {A, C}: 2 + 2/3. + 2/2., {A, E}: 2 + 2/3. + 2/2., {B, D}: 2 + 2/3. + 4/2., {C, D}: 2 + 2/3. + 2/2., {C, E}: 2, {D, E}: 2 + 2/3. + 2/2., }, }, { g: []set{ A: linksTo(B), B: linksTo(C), C: nil, }, wantTol: 1e-3, want: map[int64]float64{ B: 2, }, wantEdges: map[[2]int64]float64{ {A, B}: 4, {B, C}: 4, }, }, { g: []set{ A: linksTo(B), B: linksTo(C), C: linksTo(D), D: linksTo(E), E: nil, }, wantTol: 1e-3, want: map[int64]float64{ B: 6, C: 8, D: 6, }, wantEdges: map[[2]int64]float64{ {A, B}: 8, {B, C}: 12, {C, D}: 12, {D, E}: 8, }, }, { g: []set{ A: linksTo(C), B: linksTo(C), C: nil, D: linksTo(C), E: linksTo(C), }, wantTol: 1e-3, want: map[int64]float64{ C: 12, }, wantEdges: map[[2]int64]float64{ {A, C}: 8, {B, C}: 8, {C, D}: 8, {C, E}: 8, }, }, { g: []set{ A: linksTo(B, C, D, E), B: linksTo(C, D, E), C: linksTo(D, E), D: linksTo(E), E: nil, }, wantTol: 1e-3, want: map[int64]float64{}, wantEdges: map[[2]int64]float64{ {A, B}: 2, {A, C}: 2, {A, D}: 2, {A, E}: 2, {B, C}: 2, {B, D}: 2, {B, E}: 2, {C, D}: 2, {C, E}: 2, {D, E}: 2, }, }, } func TestBetweenness(t *testing.T) { for i, test := range betweennessTests { g := simple.NewUndirectedGraph() for u, e := range test.g { // Add nodes that are not defined by an edge. if g.Node(int64(u)) == nil { g.AddNode(simple.Node(u)) } for v := range e { g.SetEdge(simple.Edge{F: simple.Node(u), T: simple.Node(v)}) } } got := Betweenness(g) prec := 1 - int(math.Log10(test.wantTol)) for n := range test.g { wantN, gotOK := got[int64(n)] gotN, wantOK := test.want[int64(n)] if gotOK != wantOK { t.Errorf("unexpected betweenness result for test %d, node %c", i, n+'A') } if !scalar.EqualWithinAbsOrRel(gotN, wantN, test.wantTol, test.wantTol) { t.Errorf("unexpected betweenness result for test %d:\ngot: %v\nwant:%v", i, orderedFloats(got, prec), orderedFloats(test.want, prec)) break } } } } func TestEdgeBetweenness(t *testing.T) { for i, test := range betweennessTests { g := simple.NewUndirectedGraph() for u, e := range test.g { // Add nodes that are not defined by an edge. if g.Node(int64(u)) == nil { g.AddNode(simple.Node(u)) } for v := range e { g.SetEdge(simple.Edge{F: simple.Node(u), T: simple.Node(v)}) } } got := EdgeBetweenness(g) prec := 1 - int(math.Log10(test.wantTol)) outer: for u := range test.g { for v := range test.g { wantQ, gotOK := got[[2]int64{int64(u), int64(v)}] gotQ, wantOK := test.wantEdges[[2]int64{int64(u), int64(v)}] if gotOK != wantOK { t.Errorf("unexpected betweenness result for test %d, edge (%c,%c)", i, u+'A', v+'A') } if !scalar.EqualWithinAbsOrRel(gotQ, wantQ, test.wantTol, test.wantTol) { t.Errorf("unexpected betweenness result for test %d:\ngot: %v\nwant:%v", i, orderedPairFloats(got, prec), orderedPairFloats(test.wantEdges, prec)) break outer } } } } } func TestBetweennessWeighted(t *testing.T) { for i, test := range betweennessTests { g := simple.NewWeightedUndirectedGraph(0, math.Inf(1)) for u, e := range test.g { // Add nodes that are not defined by an edge. if g.Node(int64(u)) == nil { g.AddNode(simple.Node(u)) } for v := range e { g.SetWeightedEdge(simple.WeightedEdge{F: simple.Node(u), T: simple.Node(v), W: 1}) } } p, ok := path.FloydWarshall(g) if !ok { t.Errorf("unexpected negative cycle in test %d", i) continue } got := BetweennessWeighted(g, p) prec := 1 - int(math.Log10(test.wantTol)) for n := range test.g { gotN, gotOK := got[int64(n)] wantN, wantOK := test.want[int64(n)] if gotOK != wantOK { t.Errorf("unexpected betweenness existence for test %d, node %c", i, n+'A') } if !scalar.EqualWithinAbsOrRel(gotN, wantN, test.wantTol, test.wantTol) { t.Errorf("unexpected betweenness result for test %d:\ngot: %v\nwant:%v", i, orderedFloats(got, prec), orderedFloats(test.want, prec)) break } } } } func TestEdgeBetweennessWeighted(t *testing.T) { for i, test := range betweennessTests { g := simple.NewWeightedUndirectedGraph(0, math.Inf(1)) for u, e := range test.g { // Add nodes that are not defined by an edge. if g.Node(int64(u)) == nil { g.AddNode(simple.Node(u)) } for v := range e { g.SetWeightedEdge(simple.WeightedEdge{F: simple.Node(u), T: simple.Node(v), W: 1}) } } p, ok := path.FloydWarshall(g) if !ok { t.Errorf("unexpected negative cycle in test %d", i) continue } got := EdgeBetweennessWeighted(g, p) prec := 1 - int(math.Log10(test.wantTol)) outer: for u := range test.g { for v := range test.g { wantQ, gotOK := got[[2]int64{int64(u), int64(v)}] gotQ, wantOK := test.wantEdges[[2]int64{int64(u), int64(v)}] if gotOK != wantOK { t.Errorf("unexpected betweenness result for test %d, edge (%c,%c)", i, u+'A', v+'A') } if !scalar.EqualWithinAbsOrRel(gotQ, wantQ, test.wantTol, test.wantTol) { t.Errorf("unexpected betweenness result for test %d:\ngot: %v\nwant:%v", i, orderedPairFloats(got, prec), orderedPairFloats(test.wantEdges, prec)) break outer } } } } } func orderedPairFloats(w map[[2]int64]float64, prec int) []pairKeyFloatVal { o := make([]pairKeyFloatVal, 0, len(w)) for k, v := range w { o = append(o, pairKeyFloatVal{prec: prec, key: k, val: v}) } slices.SortFunc(o, func(a, b pairKeyFloatVal) int { if n := cmp.Compare(a.key[0], b.key[0]); n != 0 { return n } return cmp.Compare(a.key[1], b.key[1]) }) return o } type pairKeyFloatVal struct { prec int key [2]int64 val float64 } func (kv pairKeyFloatVal) String() string { return fmt.Sprintf("(%c,%c):%.*f", kv.key[0]+'A', kv.key[1]+'A', kv.prec, kv.val) }