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obitools4/pkg/obikmer/kmer_set_test.go

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package obikmer
import (
"math"
"testing"
)
func TestJaccardDistanceIdentical(t *testing.T) {
ks1 := NewKmerSet(5)
ks1.AddKmerCode(100)
ks1.AddKmerCode(200)
ks1.AddKmerCode(300)
ks2 := NewKmerSet(5)
ks2.AddKmerCode(100)
ks2.AddKmerCode(200)
ks2.AddKmerCode(300)
distance := ks1.JaccardDistance(ks2)
similarity := ks1.JaccardSimilarity(ks2)
if distance != 0.0 {
t.Errorf("Expected distance 0.0 for identical sets, got %f", distance)
}
if similarity != 1.0 {
t.Errorf("Expected similarity 1.0 for identical sets, got %f", similarity)
}
}
func TestJaccardDistanceDisjoint(t *testing.T) {
ks1 := NewKmerSet(5)
ks1.AddKmerCode(100)
ks1.AddKmerCode(200)
ks1.AddKmerCode(300)
ks2 := NewKmerSet(5)
ks2.AddKmerCode(400)
ks2.AddKmerCode(500)
ks2.AddKmerCode(600)
distance := ks1.JaccardDistance(ks2)
similarity := ks1.JaccardSimilarity(ks2)
if distance != 1.0 {
t.Errorf("Expected distance 1.0 for disjoint sets, got %f", distance)
}
if similarity != 0.0 {
t.Errorf("Expected similarity 0.0 for disjoint sets, got %f", similarity)
}
}
func TestJaccardDistancePartialOverlap(t *testing.T) {
// Set 1: {1, 2, 3}
ks1 := NewKmerSet(5)
ks1.AddKmerCode(1)
ks1.AddKmerCode(2)
ks1.AddKmerCode(3)
// Set 2: {2, 3, 4}
ks2 := NewKmerSet(5)
ks2.AddKmerCode(2)
ks2.AddKmerCode(3)
ks2.AddKmerCode(4)
// Intersection: {2, 3} -> cardinality = 2
// Union: {1, 2, 3, 4} -> cardinality = 4
// Similarity = 2/4 = 0.5
// Distance = 1 - 0.5 = 0.5
distance := ks1.JaccardDistance(ks2)
similarity := ks1.JaccardSimilarity(ks2)
expectedDistance := 0.5
expectedSimilarity := 0.5
if math.Abs(distance-expectedDistance) > 1e-10 {
t.Errorf("Expected distance %f, got %f", expectedDistance, distance)
}
if math.Abs(similarity-expectedSimilarity) > 1e-10 {
t.Errorf("Expected similarity %f, got %f", expectedSimilarity, similarity)
}
}
func TestJaccardDistanceOneSubsetOfOther(t *testing.T) {
// Set 1: {1, 2}
ks1 := NewKmerSet(5)
ks1.AddKmerCode(1)
ks1.AddKmerCode(2)
// Set 2: {1, 2, 3, 4}
ks2 := NewKmerSet(5)
ks2.AddKmerCode(1)
ks2.AddKmerCode(2)
ks2.AddKmerCode(3)
ks2.AddKmerCode(4)
// Intersection: {1, 2} -> cardinality = 2
// Union: {1, 2, 3, 4} -> cardinality = 4
// Similarity = 2/4 = 0.5
// Distance = 1 - 0.5 = 0.5
distance := ks1.JaccardDistance(ks2)
similarity := ks1.JaccardSimilarity(ks2)
expectedDistance := 0.5
expectedSimilarity := 0.5
if math.Abs(distance-expectedDistance) > 1e-10 {
t.Errorf("Expected distance %f, got %f", expectedDistance, distance)
}
if math.Abs(similarity-expectedSimilarity) > 1e-10 {
t.Errorf("Expected similarity %f, got %f", expectedSimilarity, similarity)
}
}
func TestJaccardDistanceEmptySets(t *testing.T) {
ks1 := NewKmerSet(5)
ks2 := NewKmerSet(5)
distance := ks1.JaccardDistance(ks2)
similarity := ks1.JaccardSimilarity(ks2)
// By convention, distance = 1.0 for empty sets
if distance != 1.0 {
t.Errorf("Expected distance 1.0 for empty sets, got %f", distance)
}
if similarity != 0.0 {
t.Errorf("Expected similarity 0.0 for empty sets, got %f", similarity)
}
}
func TestJaccardDistanceOneEmpty(t *testing.T) {
ks1 := NewKmerSet(5)
ks1.AddKmerCode(1)
ks1.AddKmerCode(2)
ks1.AddKmerCode(3)
ks2 := NewKmerSet(5)
distance := ks1.JaccardDistance(ks2)
similarity := ks1.JaccardSimilarity(ks2)
// Intersection: {} -> cardinality = 0
// Union: {1, 2, 3} -> cardinality = 3
// Similarity = 0/3 = 0.0
// Distance = 1.0
if distance != 1.0 {
t.Errorf("Expected distance 1.0 when one set is empty, got %f", distance)
}
if similarity != 0.0 {
t.Errorf("Expected similarity 0.0 when one set is empty, got %f", similarity)
}
}
func TestJaccardDistanceDifferentK(t *testing.T) {
ks1 := NewKmerSet(5)
ks1.AddKmerCode(1)
ks2 := NewKmerSet(7)
ks2.AddKmerCode(1)
defer func() {
if r := recover(); r == nil {
t.Errorf("Expected panic when computing Jaccard distance with different k values")
}
}()
_ = ks1.JaccardDistance(ks2)
}
func TestJaccardDistanceSimilarityRelation(t *testing.T) {
// Test that distance + similarity = 1.0 for all cases
testCases := []struct {
name string
ks1 *KmerSet
ks2 *KmerSet
}{
{
name: "partial overlap",
ks1: func() *KmerSet {
ks := NewKmerSet(5)
ks.AddKmerCode(1)
ks.AddKmerCode(2)
ks.AddKmerCode(3)
return ks
}(),
ks2: func() *KmerSet {
ks := NewKmerSet(5)
ks.AddKmerCode(2)
ks.AddKmerCode(3)
ks.AddKmerCode(4)
ks.AddKmerCode(5)
return ks
}(),
},
{
name: "identical",
ks1: func() *KmerSet {
ks := NewKmerSet(5)
ks.AddKmerCode(10)
ks.AddKmerCode(20)
return ks
}(),
ks2: func() *KmerSet {
ks := NewKmerSet(5)
ks.AddKmerCode(10)
ks.AddKmerCode(20)
return ks
}(),
},
{
name: "disjoint",
ks1: func() *KmerSet {
ks := NewKmerSet(5)
ks.AddKmerCode(1)
return ks
}(),
ks2: func() *KmerSet {
ks := NewKmerSet(5)
ks.AddKmerCode(100)
return ks
}(),
},
}
for _, tc := range testCases {
t.Run(tc.name, func(t *testing.T) {
distance := tc.ks1.JaccardDistance(tc.ks2)
similarity := tc.ks1.JaccardSimilarity(tc.ks2)
sum := distance + similarity
if math.Abs(sum-1.0) > 1e-10 {
t.Errorf("Expected distance + similarity = 1.0, got %f + %f = %f",
distance, similarity, sum)
}
})
}
}
func TestJaccardDistanceSymmetry(t *testing.T) {
ks1 := NewKmerSet(5)
ks1.AddKmerCode(1)
ks1.AddKmerCode(2)
ks1.AddKmerCode(3)
ks2 := NewKmerSet(5)
ks2.AddKmerCode(2)
ks2.AddKmerCode(3)
ks2.AddKmerCode(4)
distance1 := ks1.JaccardDistance(ks2)
distance2 := ks2.JaccardDistance(ks1)
similarity1 := ks1.JaccardSimilarity(ks2)
similarity2 := ks2.JaccardSimilarity(ks1)
if math.Abs(distance1-distance2) > 1e-10 {
t.Errorf("Jaccard distance not symmetric: %f vs %f", distance1, distance2)
}
if math.Abs(similarity1-similarity2) > 1e-10 {
t.Errorf("Jaccard similarity not symmetric: %f vs %f", similarity1, similarity2)
}
}