// _ _ // __ _____ __ ___ ___ __ _| |_ ___ // \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ // \ V V / __/ (_| |\ V /| | (_| | || __/ // \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___| // // Copyright © 2016 - 2025 Weaviate B.V. All rights reserved. // // CONTACT: hello@weaviate.io // package modgoogle import ( "context" "os" "time" "github.com/pkg/errors" "github.com/sirupsen/logrus" entcfg "github.com/weaviate/weaviate/entities/config" "github.com/weaviate/weaviate/entities/models" "github.com/weaviate/weaviate/entities/modulecapabilities" "github.com/weaviate/weaviate/entities/moduletools" "github.com/weaviate/weaviate/modules/text2vec-google/clients" "github.com/weaviate/weaviate/modules/text2vec-google/vectorizer" "github.com/weaviate/weaviate/usecases/modulecomponents/additional" "github.com/weaviate/weaviate/usecases/modulecomponents/batch" "github.com/weaviate/weaviate/usecases/modulecomponents/text2vecbase" ) const ( Name = "text2vec-google" LegacyName = "text2vec-palm" ) func New() *GoogleModule { return &GoogleModule{} } type GoogleModule struct { vectorizer text2vecbase.TextVectorizer[[]float32] metaProvider text2vecbase.MetaProvider graphqlProvider modulecapabilities.GraphQLArguments searcher modulecapabilities.Searcher[[]float32] nearTextTransformer modulecapabilities.TextTransform logger logrus.FieldLogger additionalPropertiesProvider modulecapabilities.AdditionalProperties } func (m *GoogleModule) Name() string { return Name } func (m *GoogleModule) AltNames() []string { return []string{LegacyName} } func (m *GoogleModule) Type() modulecapabilities.ModuleType { return modulecapabilities.Text2Vec } func (m *GoogleModule) Init(ctx context.Context, params moduletools.ModuleInitParams, ) error { m.logger = params.GetLogger() if err := m.initVectorizer(ctx, params.GetConfig().ModuleHttpClientTimeout, m.logger); err != nil { return errors.Wrap(err, "init vectorizer") } if err := m.initAdditionalPropertiesProvider(); err != nil { return errors.Wrap(err, "init additional properties provider") } return nil } func (m *GoogleModule) InitExtension(modules []modulecapabilities.Module) error { for _, module := range modules { if module.Name() == m.Name() { continue } if arg, ok := module.(modulecapabilities.TextTransformers); ok { if arg != nil && arg.TextTransformers() != nil { m.nearTextTransformer = arg.TextTransformers()["nearText"] } } } if err := m.initNearText(); err != nil { return errors.Wrap(err, "init graphql provider") } return nil } func (m *GoogleModule) initVectorizer(ctx context.Context, timeout time.Duration, logger logrus.FieldLogger, ) error { apiKey := os.Getenv("GOOGLE_APIKEY") if apiKey == "" { apiKey = os.Getenv("PALM_APIKEY") } useGoogleAuth := entcfg.Enabled(os.Getenv("USE_GOOGLE_AUTH")) client := clients.New(apiKey, useGoogleAuth, timeout, logger) m.vectorizer = vectorizer.New(client) m.metaProvider = client return nil } func (m *GoogleModule) initAdditionalPropertiesProvider() error { m.additionalPropertiesProvider = additional.NewText2VecProvider() return nil } func (m *GoogleModule) VectorizeObject(ctx context.Context, obj *models.Object, cfg moduletools.ClassConfig, ) ([]float32, models.AdditionalProperties, error) { return m.vectorizer.Object(ctx, obj, cfg) } func (m *GoogleModule) VectorizeBatch(ctx context.Context, objs []*models.Object, skipObject []bool, cfg moduletools.ClassConfig) ([][]float32, []models.AdditionalProperties, map[int]error) { return batch.VectorizeBatch(ctx, objs, skipObject, cfg, m.logger, m.vectorizer.Object) } func (m *GoogleModule) MetaInfo() (map[string]interface{}, error) { return m.metaProvider.MetaInfo() } func (m *GoogleModule) AdditionalProperties() map[string]modulecapabilities.AdditionalProperty { return m.additionalPropertiesProvider.AdditionalProperties() } func (m *GoogleModule) VectorizeInput(ctx context.Context, input string, cfg moduletools.ClassConfig, ) ([]float32, error) { return m.vectorizer.Texts(ctx, []string{input}, cfg) } func (m *GoogleModule) VectorizableProperties(cfg moduletools.ClassConfig) (bool, []string, error) { return true, nil, nil } // verify we implement the modules.Module interface var ( _ = modulecapabilities.Module(New()) _ = modulecapabilities.Vectorizer[[]float32](New()) _ = modulecapabilities.MetaProvider(New()) _ = modulecapabilities.Searcher[[]float32](New()) _ = modulecapabilities.GraphQLArguments(New()) _ = modulecapabilities.ModuleHasAltNames(New()) )