// _ _ // __ _____ __ ___ ___ __ _| |_ ___ // \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ // \ V V / __/ (_| |\ V /| | (_| | || __/ // \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___| // // Copyright © 2016 - 2024 Weaviate B.V. All rights reserved. // // CONTACT: hello@weaviate.io // package vectorizer import ( "reflect" "testing" ) func TestCombineVectors(t *testing.T) { type args struct { vectors [][]float32 } tests := []struct { name string args args want []float32 }{ { "Combine simple vectors", args{ vectors: [][]float32{ {1, 2, 3}, {2, 3, 4}, }, }, []float32{1.5, 2.5, 3.5}, }, { "Combine empty vectors", args{ vectors: [][]float32{}, }, []float32{}, }, { "Combine more complex vectors", args{ vectors: [][]float32{ {-0.214571, -0.605529, -0.335769, -0.185277, -0.212256, 0.478032, -0.536662, 0.298211}, {-0.14713769, -0.06872862, 0.09911085, -0.06342313, 0.10092197, -0.06624051, -0.06812558, 0.07360107}, {-0.18123996, -0.2089612, 0.03738429, -0.26224917, 0.18499854, -0.2620146, -0.12802331, -0.07601682}, {-0.06659584, -0.17120242, 0.07603133, -0.07171547, 0.12537181, -0.19367254, -0.18376349, -0.05517439}, }, }, []float32{-0.15238613, -0.2636053, -0.030810636, -0.1456662, 0.049759082, -0.010973915, -0.2291436, 0.060155217}, }, } for _, tt := range tests { t.Run(tt.name, func(t *testing.T) { if got := CombineVectors(tt.args.vectors); !reflect.DeepEqual(got, tt.want) { t.Errorf("CombineVectors() = %v, want %v", got, tt.want) } }) } } func TestCombineVectorsWithWeights(t *testing.T) { type args struct { vectors [][]float32 weights []float32 } tests := []struct { name string args args want []float32 }{ { "Combine simple vectors with 0 weights", args{ vectors: [][]float32{ {1, 2, 3}, {2, 3, 4}, }, weights: []float32{0, 0, 0}, }, []float32{0, 0, 0}, }, { "Combine simple vectors with 1 weights", args{ vectors: [][]float32{ {1, 2, 3}, {2, 3, 4}, }, weights: []float32{1, 1, 1}, }, []float32{1.5, 2.5, 3.5}, }, { "Combine empty vectors", args{ vectors: [][]float32{}, weights: []float32{}, }, []float32{}, }, { "Combine simple vectors without weights", args{ vectors: [][]float32{ {1, 2, 3}, {2, 3, 4}, }, weights: nil, }, []float32{1.5, 2.5, 3.5}, }, } for _, tt := range tests { t.Run(tt.name, func(t *testing.T) { if got := CombineVectorsWithWeights(tt.args.vectors, tt.args.weights); !reflect.DeepEqual(got, tt.want) { t.Errorf("CombineVectors() = %v, want %v", got, tt.want) } }) } } func BenchmarkCombine(b *testing.B) { for i := 0; i < b.N; i++ { CombineVectors([][]float32{ {-0.214571, -0.605529, -0.335769, -0.185277, -0.212256, 0.478032, -0.536662, 0.298211}, {-0.14713769, -0.06872862, 0.09911085, -0.06342313, 0.10092197, -0.06624051, -0.06812558, 0.07360107}, {-0.18123996, -0.2089612, 0.03738429, -0.26224917, 0.18499854, -0.2620146, -0.12802331, -0.07601682}, {-0.06659584, -0.17120242, 0.07603133, -0.07171547, 0.12537181, -0.19367254, -0.18376349, -0.05517439}, }) } }