// _ _ // __ _____ __ ___ ___ __ _| |_ ___ // \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ // \ V V / __/ (_| |\ V /| | (_| | || __/ // \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___| // // Copyright © 2016 - 2025 Weaviate B.V. All rights reserved. // // CONTACT: hello@weaviate.io // package objects import ( "context" "errors" "fmt" "time" "github.com/weaviate/weaviate/entities/schema" "github.com/weaviate/weaviate/entities/versioned" "github.com/google/uuid" "github.com/weaviate/weaviate/entities/additional" "github.com/weaviate/weaviate/entities/classcache" "github.com/weaviate/weaviate/entities/models" "github.com/weaviate/weaviate/usecases/auth/authorization" "github.com/weaviate/weaviate/usecases/objects/validation" ) var errEmptyObjects = NewErrInvalidUserInput("invalid param 'objects': cannot be empty, need at least one object for batching") // AddObjects Class Instances in batch to the connected DB func (b *BatchManager) AddObjects(ctx context.Context, principal *models.Principal, objects []*models.Object, fields []*string, repl *additional.ReplicationProperties, ) (BatchObjects, error) { ctx = classcache.ContextWithClassCache(ctx) classesShards := make(map[string][]string) for _, obj := range objects { obj.Class = schema.UppercaseClassName(obj.Class) cls, _ := b.resolveAlias(obj.Class) obj.Class = cls classesShards[obj.Class] = append(classesShards[obj.Class], obj.Tenant) } knownClasses := map[string]versioned.Class{} // whole request fails if permissions for any collection are not present for className, shards := range classesShards { // we don't leak any info that someone who inserts data does not have anyway vClass, err := b.schemaManager.GetCachedClassNoAuth(ctx, className) if err != nil { return nil, err } knownClasses[className] = vClass[className] if err := b.authorizer.Authorize(ctx, principal, authorization.UPDATE, authorization.ShardsData(className, shards...)...); err != nil { return nil, err } if err := b.authorizer.Authorize(ctx, principal, authorization.CREATE, authorization.ShardsData(className, shards...)...); err != nil { return nil, err } } return b.addObjects(ctx, principal, objects, repl, knownClasses) } // AddObjectsGRPCAfterAuth bypasses the authentication in the REST endpoint as GRPC has its own checking func (b *BatchManager) AddObjectsGRPCAfterAuth(ctx context.Context, principal *models.Principal, objects []*models.Object, repl *additional.ReplicationProperties, fetchedClasses map[string]versioned.Class, ) (BatchObjects, error) { return b.addObjects(ctx, principal, objects, repl, fetchedClasses) } func (b *BatchManager) addObjects(ctx context.Context, principal *models.Principal, objects []*models.Object, repl *additional.ReplicationProperties, fetchedClasses map[string]versioned.Class, ) (BatchObjects, error) { ctx = classcache.ContextWithClassCache(ctx) before := time.Now() b.metrics.BatchInc() defer b.metrics.BatchOp("total_uc_level", before.UnixNano()) defer b.metrics.BatchDec() beforePreProcessing := time.Now() if len(objects) == 0 { return nil, errEmptyObjects } var maxSchemaVersion uint64 batchObjects, maxSchemaVersion := b.validateAndGetVector(ctx, principal, objects, repl, fetchedClasses) schemaVersion, tenantCount, err := b.autoSchemaManager.autoTenants(ctx, principal, objects, fetchedClasses) if err != nil { return nil, fmt.Errorf("auto create tenants: %w", err) } if schemaVersion > maxSchemaVersion { maxSchemaVersion = schemaVersion } b.metrics.BatchTenants(tenantCount) b.metrics.BatchObjects(len(objects)) b.metrics.BatchOp("total_preprocessing", beforePreProcessing.UnixNano()) var res BatchObjects beforePersistence := time.Now() defer b.metrics.BatchOp("total_persistence_level", beforePersistence.UnixNano()) // Ensure that the local schema has caught up to the version we used to validate if err := b.schemaManager.WaitForUpdate(ctx, maxSchemaVersion); err != nil { return nil, fmt.Errorf("error waiting for local schema to catch up to version %d: %w", maxSchemaVersion, err) } if res, err = b.vectorRepo.BatchPutObjects(ctx, batchObjects, repl, maxSchemaVersion); err != nil { return nil, NewErrInternal("batch objects: %#v", err) } return res, nil } func (b *BatchManager) validateAndGetVector(ctx context.Context, principal *models.Principal, objects []*models.Object, repl *additional.ReplicationProperties, fetchedClasses map[string]versioned.Class, ) (BatchObjects, uint64) { var ( now = time.Now().UnixNano() / int64(time.Millisecond) batchObjects = make(BatchObjects, len(objects)) objectsPerClass = make(map[string][]*models.Object) originalIndexPerClass = make(map[string][]int) validator = validation.New(b.vectorRepo.Exists, b.config, repl) ) // validate each object and sort by class (==vectorizer) var maxSchemaVersion uint64 for i, obj := range objects { batchObjects[i].OriginalIndex = i if obj.Class == "" { batchObjects[i].Err = errors.New("object has an empty class") continue } schemaVersion, err := b.autoSchemaManager.autoSchema(ctx, principal, true, fetchedClasses, obj) if err != nil { batchObjects[i].Err = err } if schemaVersion > maxSchemaVersion { maxSchemaVersion = schemaVersion } if obj.ID == "" { // Generate UUID for the new object uid, err := generateUUID() obj.ID = uid batchObjects[i].Err = err } else { if _, err := uuid.Parse(obj.ID.String()); err != nil { batchObjects[i].Err = err } } if obj.Properties == nil { obj.Properties = map[string]interface{}{} } obj.CreationTimeUnix = now obj.LastUpdateTimeUnix = now batchObjects[i].Object = obj batchObjects[i].UUID = obj.ID if batchObjects[i].Err != nil { continue } if len(fetchedClasses) == 0 || fetchedClasses[obj.Class].Class == nil { batchObjects[i].Err = fmt.Errorf("class '%v' not present in schema", obj.Class) continue } class := fetchedClasses[obj.Class].Class if err := validator.Object(ctx, class, obj, nil); err != nil { batchObjects[i].Err = err continue } if objectsPerClass[obj.Class] == nil { objectsPerClass[obj.Class] = make([]*models.Object, 0) originalIndexPerClass[obj.Class] = make([]int, 0) } objectsPerClass[obj.Class] = append(objectsPerClass[obj.Class], obj) originalIndexPerClass[obj.Class] = append(originalIndexPerClass[obj.Class], i) } for className, objectsForClass := range objectsPerClass { class := fetchedClasses[className] errorsPerObj, err := b.modulesProvider.BatchUpdateVector(ctx, class.Class, objectsForClass, b.findObject, b.logger) if err != nil { for i := range objectsForClass { origIndex := originalIndexPerClass[className][i] batchObjects[origIndex].Err = err } } for i, err := range errorsPerObj { origIndex := originalIndexPerClass[className][i] batchObjects[origIndex].Err = err } } return batchObjects, maxSchemaVersion }