// _ _ // __ _____ __ ___ ___ __ _| |_ ___ // \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ // \ V V / __/ (_| |\ V /| | (_| | || __/ // \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___| // // Copyright © 2016 - 2025 Weaviate B.V. All rights reserved. // // CONTACT: hello@weaviate.io // package modules import ( "context" "testing" "github.com/go-openapi/strfmt" "github.com/google/uuid" "github.com/stretchr/testify/require" "github.com/weaviate/weaviate/entities/additional" "github.com/weaviate/weaviate/entities/models" "github.com/weaviate/weaviate/entities/schema" "github.com/weaviate/weaviate/entities/search" ) var objsToReturn = make(map[string]interface{}) func findObject(ctx context.Context, class string, id strfmt.UUID, props search.SelectProperties, adds additional.Properties, tenant string, ) (*search.Result, error) { obj, ok := objsToReturn[id.String()] if !ok { return nil, nil } return &search.Result{Schema: obj}, nil } func TestCompareRevectorize(t *testing.T) { class := &models.Class{ Class: "MyClass", Vectorizer: "my-module", Properties: []*models.Property{ {Name: "text", DataType: []string{schema.DataTypeText.String()}}, {Name: "text_array", DataType: []string{schema.DataTypeTextArray.String()}}, {Name: "text", DataType: []string{schema.DataTypeText.String()}}, {Name: "image", DataType: []string{schema.DataTypeBlob.String()}}, {Name: "number", DataType: []string{schema.DataTypeInt.String()}}, {Name: "text_not_vectorized", DataType: []string{schema.DataTypeText.String()}, ModuleConfig: map[string]interface{}{"my-module": map[string]interface{}{"skip": true}}}, }, } cfg := NewClassBasedModuleConfig(class, "my-module", "tenant", "", nil) module := newDummyText2VecModule("my-module", []string{"image", "video"}) cases := []struct { name string oldProps map[string]interface{} newProps map[string]interface{} different bool disabled bool }{ {name: "same text prop", oldProps: map[string]interface{}{"text": "value1"}, newProps: map[string]interface{}{"text": "value1"}, different: false}, {name: "different text prop", oldProps: map[string]interface{}{"text": "value1"}, newProps: map[string]interface{}{"text": "value2"}, different: true}, {name: "different text - not vectorized", oldProps: map[string]interface{}{"text_not_vectorized": "value1"}, newProps: map[string]interface{}{"text_not_vectorized": "value2"}, different: false}, {name: "same text array prop", oldProps: map[string]interface{}{"text_array": []string{"first sentence", "second long sentence"}}, newProps: map[string]interface{}{"text_array": []string{"first sentence", "second long sentence"}}, different: false}, {name: "different text array prop", oldProps: map[string]interface{}{"text_array": []string{"first sentence", "second long sentence"}}, newProps: map[string]interface{}{"text_array": []string{"first sentence", "second different sentence"}}, different: true}, {name: "different text array prop length", oldProps: map[string]interface{}{"text_array": []string{"first sentence", "second long sentence"}}, newProps: map[string]interface{}{"text_array": []string{"first sentence"}}, different: true}, {name: "old object not present", oldProps: nil, newProps: map[string]interface{}{"text": "value1"}, different: true}, {name: "changed prop does not matter", oldProps: map[string]interface{}{"number": 2}, newProps: map[string]interface{}{"number": 1}, different: false}, {name: "media prop changed", oldProps: map[string]interface{}{"image": "abc"}, newProps: map[string]interface{}{"image": "def"}, different: true}, {name: "many props changed", oldProps: map[string]interface{}{"image": "abc", "text": "abc", "text_array": []string{"abc"}}, newProps: map[string]interface{}{"image": "def", "text": "def", "text_array": []string{"def"}}, different: true}, {name: "many props - only irrelevant changed", oldProps: map[string]interface{}{"image": "abc", "text": "abc", "text_array": []string{"abc"}, "number": 1}, newProps: map[string]interface{}{"image": "abc", "text": "abc", "text_array": []string{"abc"}, "number": 2}, different: false}, {name: "new props are nil", oldProps: map[string]interface{}{"text": "value1"}, newProps: nil, different: true}, {name: "same text prop, but feature globally disabled", oldProps: map[string]interface{}{"text": "value1"}, newProps: map[string]interface{}{"text": "value1"}, disabled: true, different: true}, } for _, tt := range cases { t.Run(tt.name, func(t *testing.T) { uid, _ := uuid.NewUUID() uidfmt := strfmt.UUID(uid.String()) objNew := &models.Object{Class: class.Class, Properties: tt.newProps, ID: uidfmt} if tt.oldProps != nil { objsToReturn[uid.String()] = tt.oldProps } different, _, _, err := reVectorize(context.Background(), cfg, module, objNew, class, nil, "", findObject, tt.disabled) require.NoError(t, err) require.Equal(t, different, tt.different) }) } } func TestCompareRevectorizeNamedVectors(t *testing.T) { class := &models.Class{ Class: "MyClass", Properties: []*models.Property{ {Name: "text", DataType: []string{schema.DataTypeText.String()}}, {Name: "text_array", DataType: []string{schema.DataTypeTextArray.String()}}, }, VectorConfig: map[string]models.VectorConfig{ "text": { Vectorizer: map[string]interface{}{ "my-module": map[string]interface{}{ "vectorizeClassName": false, "properties": []string{"text"}, }, }, VectorIndexType: "hnsw", }, "text_array": { Vectorizer: map[string]interface{}{ "my-module": map[string]interface{}{ "vectorizeClassName": false, "properties": []string{"text_array"}, }, }, VectorIndexType: "hnsw", }, "all": { Vectorizer: map[string]interface{}{ "my-module": map[string]interface{}{ "vectorizeClassName": false, }, }, VectorIndexType: "hnsw", }, "all_explicit": { Vectorizer: map[string]interface{}{ "my-module": map[string]interface{}{ "vectorizeClassName": false, }, }, VectorIndexType: "hnsw", }, }, } cfg := NewClassBasedModuleConfig(class, "my-module", "tenant", "", nil) module := newDummyText2VecModule("my-module", []string{"image", "video"}) cases := []struct { name string oldProps map[string]interface{} newProps map[string]interface{} targetVectors []string different bool }{ {name: "same text prop, part of target vec", oldProps: map[string]interface{}{"text": "value1"}, newProps: map[string]interface{}{"text": "value1"}, targetVectors: []string{"text"}, different: false}, {name: "different text prop, part of target vec", oldProps: map[string]interface{}{"text": "value1"}, newProps: map[string]interface{}{"text": "value2"}, targetVectors: []string{"text"}, different: true}, {name: "different text prop, not part of target vec", oldProps: map[string]interface{}{"text": "value1"}, newProps: map[string]interface{}{"text": "value2"}, targetVectors: []string{"text_array"}, different: false}, {name: "multiple props text prop, not part of target vec", oldProps: map[string]interface{}{"text": "value1", "image": "abc"}, newProps: map[string]interface{}{"text": "value2", "image": "def"}, targetVectors: []string{"text_array"}, different: false}, {name: "multiple props text prop, one is part of text prop", oldProps: map[string]interface{}{"text": "value1", "image": "abc"}, newProps: map[string]interface{}{"text": "value2", "image": "def"}, targetVectors: []string{"text_array", "image"}, different: false}, } for _, tt := range cases { t.Run(tt.name, func(t *testing.T) { uid, _ := uuid.NewUUID() uidfmt := strfmt.UUID(uid.String()) objNew := &models.Object{Class: class.Class, Properties: tt.newProps, ID: uidfmt} if tt.oldProps != nil { objsToReturn[uid.String()] = tt.oldProps } disabled := false different, _, _, err := reVectorize(context.Background(), cfg, module, objNew, class, tt.targetVectors, "", findObject, disabled) require.NoError(t, err) require.Equal(t, different, tt.different) }) } } func TestCompareRevectorizeDisabled(t *testing.T) { class := &models.Class{ Class: "MyClass", Properties: []*models.Property{ {Name: "text", DataType: []string{schema.DataTypeText.String()}}, }, VectorConfig: map[string]models.VectorConfig{ "text": { Vectorizer: map[string]interface{}{ "my-module": map[string]interface{}{ "vectorizeClassName": false, "properties": []string{"text"}, }, }, VectorIndexType: "hnsw", }, }, } cfg := NewClassBasedModuleConfig(class, "my-module", "tenant", "", nil) module := newDummyText2VecModule("my-module", []string{"image", "video"}) props := map[string]interface{}{ "text": "value1", } uid, _ := uuid.NewUUID() uidfmt := strfmt.UUID(uid.String()) objNew := &models.Object{Class: class.Class, Properties: props, ID: uidfmt} disabled := true findObjectMock := func(ctx context.Context, class string, id strfmt.UUID, props search.SelectProperties, adds additional.Properties, tenant string, ) (*search.Result, error) { panic("why did you call me?") } different, _, _, err := reVectorize(context.Background(), cfg, module, objNew, class, []string{"text"}, "", findObjectMock, disabled) require.NoError(t, err) require.Equal(t, different, true) }