// _ _ // __ _____ __ ___ ___ __ _| |_ ___ // \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ // \ V V / __/ (_| |\ V /| | (_| | || __/ // \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___| // // Copyright © 2016 - 2025 Weaviate B.V. All rights reserved. // // CONTACT: hello@weaviate.io // package modulecapabilities import ( "context" "github.com/go-openapi/strfmt" "github.com/weaviate/weaviate/entities/additional" "github.com/weaviate/weaviate/entities/dto" "github.com/weaviate/weaviate/entities/models" "github.com/weaviate/weaviate/entities/moduletools" "github.com/weaviate/weaviate/entities/search" ) type Vectorizer[T dto.Embedding] interface { // VectorizeObject takes an object and returns a vector and - if applicable - any meta // information as part of _additional properties VectorizeObject(ctx context.Context, obj *models.Object, cfg moduletools.ClassConfig) (T, models.AdditionalProperties, error) // VectorizableProperties returns which properties the vectorizer looks at. // If the vectorizer is capable of vectorizing all text properties, the first bool is true. // Any additional "media"-properties are explicitly mentioned in the []string return VectorizableProperties(cfg moduletools.ClassConfig) (bool, []string, error) VectorizeBatch(ctx context.Context, objs []*models.Object, skipObject []bool, cfg moduletools.ClassConfig) ([]T, []models.AdditionalProperties, map[int]error) } type FindObjectFn = func(ctx context.Context, class string, id strfmt.UUID, props search.SelectProperties, adds additional.Properties, tenant string) (*search.Result, error) // ReferenceVectorizer is implemented by ref2vec modules, which calculate a target // object's vector based only on the vectors of its references. If the object has // no references, the object will have a nil vector type ReferenceVectorizer[T dto.Embedding] interface { // VectorizeObject should mutate the object which is passed in as a pointer-type // by extending it with the desired vector, which is calculated by the module VectorizeObject(ctx context.Context, object *models.Object, cfg moduletools.ClassConfig, findObjectFn FindObjectFn) (T, error) } type InputVectorizer[T dto.Embedding] interface { VectorizeInput(ctx context.Context, input string, cfg moduletools.ClassConfig) (T, error) }