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21.8 kB
| // _ _ | |
| // __ _____ __ ___ ___ __ _| |_ ___ | |
| // \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ | |
| // \ V V / __/ (_| |\ V /| | (_| | || __/ | |
| // \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___| | |
| // | |
| // Copyright © 2016 - 2025 Weaviate B.V. All rights reserved. | |
| // | |
| // CONTACT: hello@weaviate.io | |
| // | |
| package classification | |
| import ( | |
| "context" | |
| "encoding/json" | |
| "errors" | |
| "fmt" | |
| "testing" | |
| "time" | |
| "github.com/go-openapi/strfmt" | |
| "github.com/sirupsen/logrus" | |
| "github.com/sirupsen/logrus/hooks/test" | |
| "github.com/stretchr/testify/assert" | |
| "github.com/stretchr/testify/require" | |
| "github.com/weaviate/weaviate/entities/models" | |
| testhelper "github.com/weaviate/weaviate/test/helper" | |
| "github.com/weaviate/weaviate/usecases/auth/authorization/mocks" | |
| ) | |
| func newNullLogger() *logrus.Logger { | |
| log, _ := test.NewNullLogger() | |
| return log | |
| } | |
| func Test_Classifier_KNN(t *testing.T) { | |
| t.Run("with invalid data", func(t *testing.T) { | |
| sg := &fakeSchemaGetter{testSchema()} | |
| _, err := New(sg, nil, nil, mocks.NewMockAuthorizer(), newNullLogger(), nil). | |
| Schedule(context.Background(), nil, models.Classification{}) | |
| assert.NotNil(t, err, "should error with invalid user input") | |
| }) | |
| var id strfmt.UUID | |
| // so we can reuse it for follow up requests, such as checking the status | |
| t.Run("with valid data", func(t *testing.T) { | |
| sg := &fakeSchemaGetter{testSchema()} | |
| repo := newFakeClassificationRepo() | |
| authorizer := mocks.NewMockAuthorizer() | |
| vectorRepo := newFakeVectorRepoKNN(testDataToBeClassified(), testDataAlreadyClassified()) | |
| classifier := New(sg, repo, vectorRepo, authorizer, newNullLogger(), nil) | |
| params := models.Classification{ | |
| Class: "Article", | |
| BasedOnProperties: []string{"description"}, | |
| ClassifyProperties: []string{"exactCategory", "mainCategory"}, | |
| Settings: map[string]interface{}{ | |
| "k": json.Number("1"), | |
| }, | |
| } | |
| t.Run("scheduling a classification", func(t *testing.T) { | |
| class, err := classifier.Schedule(context.Background(), nil, params) | |
| require.Nil(t, err, "should not error") | |
| require.NotNil(t, class) | |
| assert.Len(t, class.ID, 36, "an id was assigned") | |
| id = class.ID | |
| }) | |
| t.Run("retrieving the same classification by id", func(t *testing.T) { | |
| class, err := classifier.Get(context.Background(), nil, id) | |
| require.Nil(t, err) | |
| require.NotNil(t, class) | |
| assert.Equal(t, id, class.ID) | |
| assert.Equal(t, models.ClassificationStatusRunning, class.Status) | |
| }) | |
| // TODO: improve by polling instead | |
| time.Sleep(500 * time.Millisecond) | |
| t.Run("status is now completed", func(t *testing.T) { | |
| class, err := classifier.Get(context.Background(), nil, id) | |
| require.Nil(t, err) | |
| require.NotNil(t, class) | |
| assert.Equal(t, models.ClassificationStatusCompleted, class.Status) | |
| }) | |
| t.Run("the classifier updated the actions with the classified references", func(t *testing.T) { | |
| vectorRepo.Lock() | |
| require.Len(t, vectorRepo.db, 6) | |
| vectorRepo.Unlock() | |
| t.Run("food", func(t *testing.T) { | |
| idArticleFoodOne := "06a1e824-889c-4649-97f9-1ed3fa401d8e" | |
| idArticleFoodTwo := "6402e649-b1e0-40ea-b192-a64eab0d5e56" | |
| checkRef(t, vectorRepo, idArticleFoodOne, "exactCategory", idCategoryFoodAndDrink) | |
| checkRef(t, vectorRepo, idArticleFoodTwo, "mainCategory", idMainCategoryFoodAndDrink) | |
| }) | |
| t.Run("politics", func(t *testing.T) { | |
| idArticlePoliticsOne := "75ba35af-6a08-40ae-b442-3bec69b355f9" | |
| idArticlePoliticsTwo := "f850439a-d3cd-4f17-8fbf-5a64405645cd" | |
| checkRef(t, vectorRepo, idArticlePoliticsOne, "exactCategory", idCategoryPolitics) | |
| checkRef(t, vectorRepo, idArticlePoliticsTwo, "mainCategory", idMainCategoryPoliticsAndSociety) | |
| }) | |
| t.Run("society", func(t *testing.T) { | |
| idArticleSocietyOne := "a2bbcbdc-76e1-477d-9e72-a6d2cfb50109" | |
| idArticleSocietyTwo := "069410c3-4b9e-4f68-8034-32a066cb7997" | |
| checkRef(t, vectorRepo, idArticleSocietyOne, "exactCategory", idCategorySociety) | |
| checkRef(t, vectorRepo, idArticleSocietyTwo, "mainCategory", idMainCategoryPoliticsAndSociety) | |
| }) | |
| }) | |
| }) | |
| t.Run("when errors occur during classification", func(t *testing.T) { | |
| sg := &fakeSchemaGetter{testSchema()} | |
| repo := newFakeClassificationRepo() | |
| authorizer := mocks.NewMockAuthorizer() | |
| vectorRepo := newFakeVectorRepoKNN(testDataToBeClassified(), testDataAlreadyClassified()) | |
| vectorRepo.errorOnAggregate = errors.New("something went wrong") | |
| classifier := New(sg, repo, vectorRepo, authorizer, newNullLogger(), nil) | |
| params := models.Classification{ | |
| Class: "Article", | |
| BasedOnProperties: []string{"description"}, | |
| ClassifyProperties: []string{"exactCategory", "mainCategory"}, | |
| Settings: map[string]interface{}{ | |
| "k": json.Number("1"), | |
| }, | |
| } | |
| t.Run("scheduling a classification", func(t *testing.T) { | |
| class, err := classifier.Schedule(context.Background(), nil, params) | |
| require.Nil(t, err, "should not error") | |
| require.NotNil(t, class) | |
| assert.Len(t, class.ID, 36, "an id was assigned") | |
| id = class.ID | |
| }) | |
| waitForStatusToNoLongerBeRunning(t, classifier, id) | |
| t.Run("status is now failed", func(t *testing.T) { | |
| class, err := classifier.Get(context.Background(), nil, id) | |
| require.Nil(t, err) | |
| require.NotNil(t, class) | |
| assert.Equal(t, models.ClassificationStatusFailed, class.Status) | |
| expectedErrStrings := []string{ | |
| "classification failed: ", | |
| "classify Article/75ba35af-6a08-40ae-b442-3bec69b355f9: something went wrong", | |
| "classify Article/f850439a-d3cd-4f17-8fbf-5a64405645cd: something went wrong", | |
| "classify Article/a2bbcbdc-76e1-477d-9e72-a6d2cfb50109: something went wrong", | |
| "classify Article/069410c3-4b9e-4f68-8034-32a066cb7997: something went wrong", | |
| "classify Article/06a1e824-889c-4649-97f9-1ed3fa401d8e: something went wrong", | |
| "classify Article/6402e649-b1e0-40ea-b192-a64eab0d5e56: something went wrong", | |
| } | |
| for _, msg := range expectedErrStrings { | |
| assert.Contains(t, class.Error, msg) | |
| } | |
| }) | |
| }) | |
| t.Run("when there is nothing to be classified", func(t *testing.T) { | |
| sg := &fakeSchemaGetter{testSchema()} | |
| repo := newFakeClassificationRepo() | |
| authorizer := mocks.NewMockAuthorizer() | |
| vectorRepo := newFakeVectorRepoKNN(nil, testDataAlreadyClassified()) | |
| classifier := New(sg, repo, vectorRepo, authorizer, newNullLogger(), nil) | |
| params := models.Classification{ | |
| Class: "Article", | |
| BasedOnProperties: []string{"description"}, | |
| ClassifyProperties: []string{"exactCategory", "mainCategory"}, | |
| Settings: map[string]interface{}{ | |
| "k": json.Number("1"), | |
| }, | |
| } | |
| t.Run("scheduling a classification", func(t *testing.T) { | |
| class, err := classifier.Schedule(context.Background(), nil, params) | |
| require.Nil(t, err, "should not error") | |
| require.NotNil(t, class) | |
| assert.Len(t, class.ID, 36, "an id was assigned") | |
| id = class.ID | |
| }) | |
| waitForStatusToNoLongerBeRunning(t, classifier, id) | |
| t.Run("status is now failed", func(t *testing.T) { | |
| class, err := classifier.Get(context.Background(), nil, id) | |
| require.Nil(t, err) | |
| require.NotNil(t, class) | |
| assert.Equal(t, models.ClassificationStatusFailed, class.Status) | |
| expectedErr := "classification failed: " + | |
| "no classes to be classified - did you run a previous classification already?" | |
| assert.Equal(t, expectedErr, class.Error) | |
| }) | |
| }) | |
| } | |
| func Test_Classifier_Custom_Classifier(t *testing.T) { | |
| var id strfmt.UUID | |
| // so we can reuse it for follow up requests, such as checking the status | |
| t.Run("with unreconginzed custom module classifier name", func(t *testing.T) { | |
| sg := &fakeSchemaGetter{testSchema()} | |
| repo := newFakeClassificationRepo() | |
| authorizer := mocks.NewMockAuthorizer() | |
| vectorRepo := newFakeVectorRepoContextual(testDataToBeClassified(), testDataPossibleTargets()) | |
| logger, _ := test.NewNullLogger() | |
| // vectorizer := &fakeVectorizer{words: testDataVectors()} | |
| modulesProvider := NewFakeModulesProvider() | |
| classifier := New(sg, repo, vectorRepo, authorizer, logger, modulesProvider) | |
| notRecoginzedContextual := "text2vec-contextionary-custom-not-recognized" | |
| params := models.Classification{ | |
| Class: "Article", | |
| BasedOnProperties: []string{"description"}, | |
| ClassifyProperties: []string{"exactCategory", "mainCategory"}, | |
| Type: notRecoginzedContextual, | |
| } | |
| t.Run("scheduling an unrecognized classification", func(t *testing.T) { | |
| class, err := classifier.Schedule(context.Background(), nil, params) | |
| require.Nil(t, err, "should not error") | |
| require.NotNil(t, class) | |
| assert.Len(t, class.ID, 36, "an id was assigned") | |
| id = class.ID | |
| }) | |
| t.Run("retrieving the same classification by id", func(t *testing.T) { | |
| class, err := classifier.Get(context.Background(), nil, id) | |
| require.Nil(t, err) | |
| require.NotNil(t, class) | |
| assert.Equal(t, id, class.ID) | |
| }) | |
| // TODO: improve by polling instead | |
| time.Sleep(500 * time.Millisecond) | |
| t.Run("status is failed", func(t *testing.T) { | |
| class, err := classifier.Get(context.Background(), nil, id) | |
| require.Nil(t, err) | |
| require.NotNil(t, class) | |
| assert.Equal(t, models.ClassificationStatusFailed, class.Status) | |
| assert.Equal(t, notRecoginzedContextual, class.Type) | |
| assert.Contains(t, class.Error, "classifier "+notRecoginzedContextual+" not found") | |
| }) | |
| }) | |
| t.Run("with valid data", func(t *testing.T) { | |
| sg := &fakeSchemaGetter{testSchema()} | |
| repo := newFakeClassificationRepo() | |
| authorizer := mocks.NewMockAuthorizer() | |
| vectorRepo := newFakeVectorRepoContextual(testDataToBeClassified(), testDataPossibleTargets()) | |
| logger, _ := test.NewNullLogger() | |
| modulesProvider := NewFakeModulesProvider() | |
| classifier := New(sg, repo, vectorRepo, authorizer, logger, modulesProvider) | |
| contextual := "text2vec-contextionary-custom-contextual" | |
| params := models.Classification{ | |
| Class: "Article", | |
| BasedOnProperties: []string{"description"}, | |
| ClassifyProperties: []string{"exactCategory", "mainCategory"}, | |
| Type: contextual, | |
| } | |
| t.Run("scheduling a classification", func(t *testing.T) { | |
| class, err := classifier.Schedule(context.Background(), nil, params) | |
| require.Nil(t, err, "should not error") | |
| require.NotNil(t, class) | |
| assert.Len(t, class.ID, 36, "an id was assigned") | |
| id = class.ID | |
| }) | |
| t.Run("retrieving the same classification by id", func(t *testing.T) { | |
| class, err := classifier.Get(context.Background(), nil, id) | |
| require.Nil(t, err) | |
| require.NotNil(t, class) | |
| assert.Equal(t, id, class.ID) | |
| }) | |
| // TODO: improve by polling instead | |
| time.Sleep(500 * time.Millisecond) | |
| t.Run("status is now completed", func(t *testing.T) { | |
| class, err := classifier.Get(context.Background(), nil, id) | |
| require.Nil(t, err) | |
| require.NotNil(t, class) | |
| assert.Equal(t, models.ClassificationStatusCompleted, class.Status) | |
| }) | |
| t.Run("the classifier updated the actions with the classified references", func(t *testing.T) { | |
| vectorRepo.Lock() | |
| require.Len(t, vectorRepo.db, 6) | |
| vectorRepo.Unlock() | |
| t.Run("food", func(t *testing.T) { | |
| idArticleFoodOne := "06a1e824-889c-4649-97f9-1ed3fa401d8e" | |
| idArticleFoodTwo := "6402e649-b1e0-40ea-b192-a64eab0d5e56" | |
| checkRef(t, vectorRepo, idArticleFoodOne, "exactCategory", idCategoryFoodAndDrink) | |
| checkRef(t, vectorRepo, idArticleFoodTwo, "mainCategory", idMainCategoryFoodAndDrink) | |
| }) | |
| t.Run("politics", func(t *testing.T) { | |
| idArticlePoliticsOne := "75ba35af-6a08-40ae-b442-3bec69b355f9" | |
| idArticlePoliticsTwo := "f850439a-d3cd-4f17-8fbf-5a64405645cd" | |
| checkRef(t, vectorRepo, idArticlePoliticsOne, "exactCategory", idCategoryPolitics) | |
| checkRef(t, vectorRepo, idArticlePoliticsTwo, "mainCategory", idMainCategoryPoliticsAndSociety) | |
| }) | |
| t.Run("society", func(t *testing.T) { | |
| idArticleSocietyOne := "a2bbcbdc-76e1-477d-9e72-a6d2cfb50109" | |
| idArticleSocietyTwo := "069410c3-4b9e-4f68-8034-32a066cb7997" | |
| checkRef(t, vectorRepo, idArticleSocietyOne, "exactCategory", idCategorySociety) | |
| checkRef(t, vectorRepo, idArticleSocietyTwo, "mainCategory", idMainCategoryPoliticsAndSociety) | |
| }) | |
| }) | |
| }) | |
| t.Run("when errors occur during classification", func(t *testing.T) { | |
| sg := &fakeSchemaGetter{testSchema()} | |
| repo := newFakeClassificationRepo() | |
| authorizer := mocks.NewMockAuthorizer() | |
| vectorRepo := newFakeVectorRepoKNN(testDataToBeClassified(), testDataAlreadyClassified()) | |
| vectorRepo.errorOnAggregate = errors.New("something went wrong") | |
| logger, _ := test.NewNullLogger() | |
| classifier := New(sg, repo, vectorRepo, authorizer, logger, nil) | |
| params := models.Classification{ | |
| Class: "Article", | |
| BasedOnProperties: []string{"description"}, | |
| ClassifyProperties: []string{"exactCategory", "mainCategory"}, | |
| Settings: map[string]interface{}{ | |
| "k": json.Number("1"), | |
| }, | |
| } | |
| t.Run("scheduling a classification", func(t *testing.T) { | |
| class, err := classifier.Schedule(context.Background(), nil, params) | |
| require.Nil(t, err, "should not error") | |
| require.NotNil(t, class) | |
| assert.Len(t, class.ID, 36, "an id was assigned") | |
| id = class.ID | |
| }) | |
| waitForStatusToNoLongerBeRunning(t, classifier, id) | |
| t.Run("status is now failed", func(t *testing.T) { | |
| class, err := classifier.Get(context.Background(), nil, id) | |
| require.Nil(t, err) | |
| require.NotNil(t, class) | |
| assert.Equal(t, models.ClassificationStatusFailed, class.Status) | |
| expectedErrStrings := []string{ | |
| "classification failed: ", | |
| "classify Article/75ba35af-6a08-40ae-b442-3bec69b355f9: something went wrong", | |
| "classify Article/f850439a-d3cd-4f17-8fbf-5a64405645cd: something went wrong", | |
| "classify Article/a2bbcbdc-76e1-477d-9e72-a6d2cfb50109: something went wrong", | |
| "classify Article/069410c3-4b9e-4f68-8034-32a066cb7997: something went wrong", | |
| "classify Article/06a1e824-889c-4649-97f9-1ed3fa401d8e: something went wrong", | |
| "classify Article/6402e649-b1e0-40ea-b192-a64eab0d5e56: something went wrong", | |
| } | |
| for _, msg := range expectedErrStrings { | |
| assert.Contains(t, class.Error, msg) | |
| } | |
| }) | |
| }) | |
| t.Run("when there is nothing to be classified", func(t *testing.T) { | |
| sg := &fakeSchemaGetter{testSchema()} | |
| repo := newFakeClassificationRepo() | |
| authorizer := mocks.NewMockAuthorizer() | |
| vectorRepo := newFakeVectorRepoKNN(nil, testDataAlreadyClassified()) | |
| logger, _ := test.NewNullLogger() | |
| classifier := New(sg, repo, vectorRepo, authorizer, logger, nil) | |
| params := models.Classification{ | |
| Class: "Article", | |
| BasedOnProperties: []string{"description"}, | |
| ClassifyProperties: []string{"exactCategory", "mainCategory"}, | |
| Settings: map[string]interface{}{ | |
| "k": json.Number("1"), | |
| }, | |
| } | |
| t.Run("scheduling a classification", func(t *testing.T) { | |
| class, err := classifier.Schedule(context.Background(), nil, params) | |
| require.Nil(t, err, "should not error") | |
| require.NotNil(t, class) | |
| assert.Len(t, class.ID, 36, "an id was assigned") | |
| id = class.ID | |
| }) | |
| waitForStatusToNoLongerBeRunning(t, classifier, id) | |
| t.Run("status is now failed", func(t *testing.T) { | |
| class, err := classifier.Get(context.Background(), nil, id) | |
| require.Nil(t, err) | |
| require.NotNil(t, class) | |
| assert.Equal(t, models.ClassificationStatusFailed, class.Status) | |
| expectedErr := "classification failed: " + | |
| "no classes to be classified - did you run a previous classification already?" | |
| assert.Equal(t, expectedErr, class.Error) | |
| }) | |
| }) | |
| } | |
| func Test_Classifier_WhereFilterValidation(t *testing.T) { | |
| t.Run("when invalid whereFilters are received", func(t *testing.T) { | |
| sg := &fakeSchemaGetter{testSchema()} | |
| repo := newFakeClassificationRepo() | |
| authorizer := mocks.NewMockAuthorizer() | |
| vectorRepo := newFakeVectorRepoKNN(testDataToBeClassified(), testDataAlreadyClassified()) | |
| classifier := New(sg, repo, vectorRepo, authorizer, newNullLogger(), nil) | |
| t.Run("with only one of the where filters being set", func(t *testing.T) { | |
| whereFilter := &models.WhereFilter{ | |
| Path: []string{"id"}, | |
| Operator: "Like", | |
| ValueText: ptString("*"), | |
| } | |
| testData := []struct { | |
| name string | |
| classificationType string | |
| classificationFilters *models.ClassificationFilters | |
| }{ | |
| { | |
| name: "Contextual only source where filter set", | |
| classificationType: TypeContextual, | |
| classificationFilters: &models.ClassificationFilters{ | |
| SourceWhere: whereFilter, | |
| }, | |
| }, | |
| { | |
| name: "Contextual only target where filter set", | |
| classificationType: TypeContextual, | |
| classificationFilters: &models.ClassificationFilters{ | |
| TargetWhere: whereFilter, | |
| }, | |
| }, | |
| { | |
| name: "ZeroShot only source where filter set", | |
| classificationType: TypeZeroShot, | |
| classificationFilters: &models.ClassificationFilters{ | |
| SourceWhere: whereFilter, | |
| }, | |
| }, | |
| { | |
| name: "ZeroShot only target where filter set", | |
| classificationType: TypeZeroShot, | |
| classificationFilters: &models.ClassificationFilters{ | |
| TargetWhere: whereFilter, | |
| }, | |
| }, | |
| { | |
| name: "KNN only source where filter set", | |
| classificationType: TypeKNN, | |
| classificationFilters: &models.ClassificationFilters{ | |
| SourceWhere: whereFilter, | |
| }, | |
| }, | |
| { | |
| name: "KNN only training set where filter set", | |
| classificationType: TypeKNN, | |
| classificationFilters: &models.ClassificationFilters{ | |
| TrainingSetWhere: whereFilter, | |
| }, | |
| }, | |
| } | |
| for _, td := range testData { | |
| t.Run(td.name, func(t *testing.T) { | |
| params := models.Classification{ | |
| Class: "Article", | |
| BasedOnProperties: []string{"description"}, | |
| ClassifyProperties: []string{"exactCategory", "mainCategory"}, | |
| Settings: map[string]interface{}{ | |
| "k": json.Number("1"), | |
| }, | |
| Type: td.classificationType, | |
| Filters: td.classificationFilters, | |
| } | |
| class, err := classifier.Schedule(context.Background(), nil, params) | |
| assert.Nil(t, err) | |
| assert.NotNil(t, class) | |
| assert.Len(t, class.ID, 36, "an id was assigned") | |
| waitForStatusToNoLongerBeRunning(t, classifier, class.ID) | |
| }) | |
| } | |
| }) | |
| }) | |
| t.Run("[deprecated string] when valueString whereFilters are received", func(t *testing.T) { | |
| sg := &fakeSchemaGetter{testSchema()} | |
| repo := newFakeClassificationRepo() | |
| authorizer := mocks.NewMockAuthorizer() | |
| vectorRepo := newFakeVectorRepoKNN(testDataToBeClassified(), testDataAlreadyClassified()) | |
| classifier := New(sg, repo, vectorRepo, authorizer, newNullLogger(), nil) | |
| validFilter := &models.WhereFilter{ | |
| Path: []string{"description"}, | |
| Operator: "Equal", | |
| ValueText: ptString("valueText is valid"), | |
| } | |
| deprecatedFilter := &models.WhereFilter{ | |
| Path: []string{"description"}, | |
| Operator: "Equal", | |
| ValueString: ptString("valueString is accepted"), | |
| } | |
| t.Run("with deprecated sourceFilter", func(t *testing.T) { | |
| params := models.Classification{ | |
| Class: "Article", | |
| BasedOnProperties: []string{"description"}, | |
| ClassifyProperties: []string{"exactCategory", "mainCategory"}, | |
| Settings: map[string]interface{}{ | |
| "k": json.Number("1"), | |
| }, | |
| Filters: &models.ClassificationFilters{ | |
| SourceWhere: deprecatedFilter, | |
| }, | |
| Type: TypeContextual, | |
| } | |
| _, err := classifier.Schedule(context.Background(), nil, params) | |
| assert.Nil(t, err) | |
| }) | |
| t.Run("with deprecated targetFilter", func(t *testing.T) { | |
| params := models.Classification{ | |
| Class: "Article", | |
| BasedOnProperties: []string{"description"}, | |
| ClassifyProperties: []string{"exactCategory", "mainCategory"}, | |
| Settings: map[string]interface{}{ | |
| "k": json.Number("1"), | |
| }, | |
| Filters: &models.ClassificationFilters{ | |
| SourceWhere: validFilter, | |
| TargetWhere: deprecatedFilter, | |
| }, | |
| Type: TypeContextual, | |
| } | |
| _, err := classifier.Schedule(context.Background(), nil, params) | |
| assert.Nil(t, err) | |
| }) | |
| t.Run("with deprecated trainingFilter", func(t *testing.T) { | |
| params := models.Classification{ | |
| Class: "Article", | |
| BasedOnProperties: []string{"description"}, | |
| ClassifyProperties: []string{"exactCategory", "mainCategory"}, | |
| Settings: map[string]interface{}{ | |
| "k": json.Number("1"), | |
| }, | |
| Filters: &models.ClassificationFilters{ | |
| SourceWhere: validFilter, | |
| TrainingSetWhere: deprecatedFilter, | |
| }, | |
| Type: TypeKNN, | |
| } | |
| _, err := classifier.Schedule(context.Background(), nil, params) | |
| assert.Nil(t, err) | |
| }) | |
| }) | |
| } | |
| type genericFakeRepo interface { | |
| get(strfmt.UUID) (*models.Object, bool) | |
| } | |
| func checkRef(t *testing.T, repo genericFakeRepo, source, propName, target string) { | |
| object, ok := repo.get(strfmt.UUID(source)) | |
| require.True(t, ok, "object must be present") | |
| schema, ok := object.Properties.(map[string]interface{}) | |
| require.True(t, ok, "schema must be map") | |
| prop, ok := schema[propName] | |
| require.True(t, ok, "ref prop must be present") | |
| refs, ok := prop.(models.MultipleRef) | |
| require.True(t, ok, "ref prop must be models.MultipleRef") | |
| require.Len(t, refs, 1, "refs must have len 1") | |
| assert.Equal(t, fmt.Sprintf("weaviate://localhost/%s", target), refs[0].Beacon.String(), "beacon must match") | |
| } | |
| func waitForStatusToNoLongerBeRunning(t *testing.T, classifier *Classifier, id strfmt.UUID) { | |
| testhelper.AssertEventuallyEqualWithFrequencyAndTimeout(t, true, func() interface{} { | |
| class, err := classifier.Get(context.Background(), nil, id) | |
| require.Nil(t, err) | |
| require.NotNil(t, class) | |
| return class.Status != models.ClassificationStatusRunning | |
| }, 100*time.Millisecond, 20*time.Second, "wait until status in no longer running") | |
| } | |