// _ _ // __ _____ __ ___ ___ __ _| |_ ___ // \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ // \ V V / __/ (_| |\ V /| | (_| | || __/ // \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___| // // Copyright © 2016 - 2025 Weaviate B.V. All rights reserved. // // CONTACT: hello@weaviate.io // package modules import ( "context" "github.com/pkg/errors" "github.com/weaviate/weaviate/entities/dto" "github.com/weaviate/weaviate/entities/models" "github.com/weaviate/weaviate/entities/modulecapabilities" "github.com/weaviate/weaviate/usecases/config" ) func vectorFromSearchParam[T dto.Embedding]( ctx context.Context, class *models.Class, mod modulecapabilities.Module, targetModule, targetVector, tenant, param string, params interface{}, findVectorFn modulecapabilities.FindVectorFn[T], isModuleNameEqualFn func(module modulecapabilities.Module, targetModule string) bool, dbConfig *config.Config, ) (bool, T, error) { var moduleName string var vectorSearches map[string]modulecapabilities.VectorForParams[T] if searcher, ok := mod.(modulecapabilities.Searcher[T]); ok { if isModuleNameEqualFn(mod, targetModule) { moduleName = mod.Name() vectorSearches = searcher.VectorSearches() } } else if searchers, ok := mod.(modulecapabilities.DependencySearcher[T]); ok { if dependencySearchers := searchers.VectorSearches(); dependencySearchers != nil { moduleName = targetModule vectorSearches = dependencySearchers[targetModule] } } if vectorSearches != nil { if searchVectorFn := vectorSearches[param]; searchVectorFn != nil { cfg := NewClassBasedModuleConfig(class, moduleName, tenant, targetVector, dbConfig) vector, err := searchVectorFn.VectorForParams(ctx, params, class.Class, findVectorFn, cfg) if err != nil { return true, nil, errors.Errorf("vectorize params: %v", err) } return true, vector, nil } } return false, nil, nil } func crossClassVectorFromSearchParam[T dto.Embedding]( ctx context.Context, mod modulecapabilities.Module, param string, params interface{}, findVectorFn modulecapabilities.FindVectorFn[T], getTargetVectorFn func(class *models.Class, params interface{}) ([]string, error), dbConfig config.Config, ) (bool, T, string, error) { if searcher, ok := mod.(modulecapabilities.Searcher[T]); ok { if vectorSearches := searcher.VectorSearches(); vectorSearches != nil { if searchVectorFn := vectorSearches[param]; searchVectorFn != nil { cfg := NewCrossClassModuleConfig() vector, err := searchVectorFn.VectorForParams(ctx, params, "", findVectorFn, cfg) if err != nil { return true, nil, "", errors.Errorf("vectorize params: %v", err) } targetVector, err := getTargetVectorFn(nil, params) if err != nil { return true, nil, "", errors.Errorf("get target vector: %v", err) } if len(targetVector) > 0 { return true, vector, targetVector[0], nil } return true, vector, "", nil } } } return false, nil, "", nil } func vectorFromInput[T dto.Embedding]( ctx context.Context, mod modulecapabilities.Module, class *models.Class, input, targetVector string, dbConfig *config.Config, ) (bool, T, error) { if vectorizer, ok := mod.(modulecapabilities.InputVectorizer[T]); ok { // does not access any objects, therefore tenant is irrelevant cfg := NewClassBasedModuleConfig(class, mod.Name(), "", targetVector, dbConfig) vector, err := vectorizer.VectorizeInput(ctx, input, cfg) return true, vector, err } return false, nil, nil }