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// __ _____ __ ___ ___ __ _| |_ ___
// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
// \ V V / __/ (_| |\ V /| | (_| | || __/
// \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
//
// Copyright © 2016 - 2025 Weaviate B.V. All rights reserved.
//
// CONTACT: hello@weaviate.io
//
package modbind
import (
"context"
"os"
"time"
"github.com/weaviate/weaviate/usecases/modulecomponents/batch"
"github.com/pkg/errors"
"github.com/sirupsen/logrus"
"github.com/weaviate/weaviate/entities/models"
"github.com/weaviate/weaviate/entities/modulecapabilities"
"github.com/weaviate/weaviate/entities/moduletools"
"github.com/weaviate/weaviate/modules/multi2vec-bind/clients"
"github.com/weaviate/weaviate/modules/multi2vec-bind/vectorizer"
)
const Name = "multi2vec-bind"
func New() *BindModule {
return &BindModule{}
}
type BindModule struct {
bindVectorizer bindVectorizer
nearImageGraphqlProvider modulecapabilities.GraphQLArguments
nearImageSearcher modulecapabilities.Searcher[[]float32]
nearAudioGraphqlProvider modulecapabilities.GraphQLArguments
nearAudioSearcher modulecapabilities.Searcher[[]float32]
nearVideoGraphqlProvider modulecapabilities.GraphQLArguments
nearVideoSearcher modulecapabilities.Searcher[[]float32]
nearIMUGraphqlProvider modulecapabilities.GraphQLArguments
nearIMUSearcher modulecapabilities.Searcher[[]float32]
nearThermalGraphqlProvider modulecapabilities.GraphQLArguments
nearThermalSearcher modulecapabilities.Searcher[[]float32]
nearDepthGraphqlProvider modulecapabilities.GraphQLArguments
nearDepthSearcher modulecapabilities.Searcher[[]float32]
textVectorizer textVectorizer
nearTextGraphqlProvider modulecapabilities.GraphQLArguments
nearTextSearcher modulecapabilities.Searcher[[]float32]
nearTextTransformer modulecapabilities.TextTransform
metaClient metaClient
logger logrus.FieldLogger
}
type metaClient interface {
MetaInfo() (map[string]interface{}, error)
}
type bindVectorizer interface {
Object(ctx context.Context, object *models.Object, cfg moduletools.ClassConfig) ([]float32, models.AdditionalProperties, error)
VectorizeImage(ctx context.Context, id, image string, cfg moduletools.ClassConfig) ([]float32, error)
VectorizeAudio(ctx context.Context, audio string, cfg moduletools.ClassConfig) ([]float32, error)
VectorizeVideo(ctx context.Context, video string, cfg moduletools.ClassConfig) ([]float32, error)
VectorizeIMU(ctx context.Context, imu string, cfg moduletools.ClassConfig) ([]float32, error)
VectorizeThermal(ctx context.Context, thermal string, cfg moduletools.ClassConfig) ([]float32, error)
VectorizeDepth(ctx context.Context, depth string, cfg moduletools.ClassConfig) ([]float32, error)
}
type textVectorizer interface {
Texts(ctx context.Context, input []string,
cfg moduletools.ClassConfig) ([]float32, error)
}
func (m *BindModule) Name() string {
return Name
}
func (m *BindModule) Type() modulecapabilities.ModuleType {
return modulecapabilities.Multi2Vec
}
func (m *BindModule) Init(ctx context.Context,
params moduletools.ModuleInitParams,
) error {
m.logger = params.GetLogger()
if err := m.initVectorizer(ctx, params.GetConfig().ModuleHttpClientTimeout, params.GetLogger()); err != nil {
return errors.Wrap(err, "init vectorizer")
}
if err := m.initNearImage(); err != nil {
return errors.Wrap(err, "init near image")
}
if err := m.initNearAudio(); err != nil {
return errors.Wrap(err, "init near audio")
}
if err := m.initNearVideo(); err != nil {
return errors.Wrap(err, "init near video")
}
if err := m.initNearIMU(); err != nil {
return errors.Wrap(err, "init near imu")
}
if err := m.initNearThermal(); err != nil {
return errors.Wrap(err, "init near thermal")
}
if err := m.initNearDepth(); err != nil {
return errors.Wrap(err, "init near depth")
}
return nil
}
func (m *BindModule) 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 near text")
}
return nil
}
func (m *BindModule) initVectorizer(ctx context.Context, timeout time.Duration,
logger logrus.FieldLogger,
) error {
// TODO: proper config management
uri := os.Getenv("BIND_INFERENCE_API")
if uri == "" {
return errors.Errorf("required variable BIND_INFERENCE_API is not set")
}
client := clients.New(uri, timeout, logger)
if err := client.WaitForStartup(ctx, 1*time.Second); err != nil {
return errors.Wrap(err, "init remote vectorizer")
}
m.bindVectorizer = vectorizer.New(client)
m.textVectorizer = vectorizer.New(client)
m.metaClient = client
return nil
}
func (m *BindModule) VectorizeObject(ctx context.Context,
obj *models.Object, cfg moduletools.ClassConfig,
) ([]float32, models.AdditionalProperties, error) {
return m.bindVectorizer.Object(ctx, obj, cfg)
}
func (m *BindModule) VectorizableProperties(cfg moduletools.ClassConfig) (bool, []string, error) {
ichek := vectorizer.NewClassSettings(cfg)
mediaProps, err := ichek.Properties()
return true, mediaProps, err
}
func (m *BindModule) MetaInfo() (map[string]interface{}, error) {
return m.metaClient.MetaInfo()
}
func (m *BindModule) 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.bindVectorizer.Object)
}
func (m *BindModule) VectorizeInput(ctx context.Context,
input string, cfg moduletools.ClassConfig,
) ([]float32, error) {
return m.textVectorizer.Texts(ctx, []string{input}, cfg)
}
// verify we implement the modules.Module interface
var (
_ = modulecapabilities.Module(New())
_ = modulecapabilities.Vectorizer[[]float32](New())
_ = modulecapabilities.InputVectorizer[[]float32](New())
)
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