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40.8 kB
| // _ _ | |
| // __ _____ __ ___ ___ __ _| |_ ___ | |
| // \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ | |
| // \ V V / __/ (_| |\ V /| | (_| | || __/ | |
| // \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___| | |
| // | |
| // Copyright © 2016 - 2025 Weaviate B.V. All rights reserved. | |
| // | |
| // CONTACT: hello@weaviate.io | |
| // | |
| package modules | |
| import ( | |
| "context" | |
| "fmt" | |
| "regexp" | |
| "slices" | |
| "sync" | |
| "github.com/pkg/errors" | |
| "github.com/sirupsen/logrus" | |
| "github.com/tailor-inc/graphql" | |
| "github.com/tailor-inc/graphql/language/ast" | |
| "github.com/weaviate/weaviate/entities/dto" | |
| "github.com/weaviate/weaviate/entities/models" | |
| "github.com/weaviate/weaviate/entities/modelsext" | |
| "github.com/weaviate/weaviate/entities/modulecapabilities" | |
| "github.com/weaviate/weaviate/entities/moduletools" | |
| "github.com/weaviate/weaviate/entities/schema" | |
| "github.com/weaviate/weaviate/entities/search" | |
| "github.com/weaviate/weaviate/usecases/config" | |
| "github.com/weaviate/weaviate/usecases/modulecomponents" | |
| ) | |
| var ( | |
| internalSearchers = []string{ | |
| "nearObject", "nearVector", "where", "group", "limit", "offset", | |
| "after", "groupBy", "bm25", "hybrid", | |
| } | |
| internalAdditionalProperties = []string{"classification", "certainty", "id", "distance", "group"} | |
| ) | |
| type Provider struct { | |
| vectorsLock sync.RWMutex | |
| registered map[string]modulecapabilities.Module | |
| altNames map[string]string | |
| schemaGetter schemaGetter | |
| hasMultipleVectorizers bool | |
| targetVectorNameValidator *regexp.Regexp | |
| logger logrus.FieldLogger | |
| cfg config.Config | |
| } | |
| type schemaGetter interface { | |
| ReadOnlyClass(name string) *models.Class | |
| } | |
| func NewProvider(logger logrus.FieldLogger, cfg config.Config) *Provider { | |
| return &Provider{ | |
| registered: map[string]modulecapabilities.Module{}, | |
| altNames: map[string]string{}, | |
| targetVectorNameValidator: regexp.MustCompile(`^` + schema.TargetVectorNameRegex + `$`), | |
| logger: logger, | |
| cfg: cfg, | |
| } | |
| } | |
| func (p *Provider) Register(mod modulecapabilities.Module) { | |
| p.registered[mod.Name()] = mod | |
| if modHasAltNames, ok := mod.(modulecapabilities.ModuleHasAltNames); ok { | |
| for _, altName := range modHasAltNames.AltNames() { | |
| p.altNames[altName] = mod.Name() | |
| } | |
| } | |
| } | |
| func (p *Provider) GetByName(name string) modulecapabilities.Module { | |
| if mod, ok := p.registered[name]; ok { | |
| return mod | |
| } | |
| if origName, ok := p.altNames[name]; ok { | |
| return p.registered[origName] | |
| } | |
| return nil | |
| } | |
| func (p *Provider) GetAll() []modulecapabilities.Module { | |
| out := make([]modulecapabilities.Module, len(p.registered)) | |
| i := 0 | |
| for _, mod := range p.registered { | |
| out[i] = mod | |
| i++ | |
| } | |
| return out | |
| } | |
| func (p *Provider) GetAllWithHTTPHandlers() []modulecapabilities.ModuleWithHTTPHandlers { | |
| out := make([]modulecapabilities.ModuleWithHTTPHandlers, 0) | |
| for _, mod := range p.registered { | |
| if modWithHTTPHandlers, ok := mod.(modulecapabilities.ModuleWithHTTPHandlers); ok { | |
| out = append(out, modWithHTTPHandlers) | |
| } | |
| } | |
| return out | |
| } | |
| func (p *Provider) GetAllExclude(module string) []modulecapabilities.Module { | |
| filtered := []modulecapabilities.Module{} | |
| for _, mod := range p.GetAll() { | |
| if mod.Name() != module { | |
| filtered = append(filtered, mod) | |
| } | |
| } | |
| return filtered | |
| } | |
| func (p *Provider) Close() error { | |
| for _, mod := range p.registered { | |
| if m, ok := mod.(modulecapabilities.ModuleWithClose); ok { | |
| if err := m.Close(); err != nil { | |
| return err | |
| } | |
| } | |
| } | |
| return nil | |
| } | |
| func (p *Provider) SetSchemaGetter(sg schemaGetter) { | |
| p.schemaGetter = sg | |
| } | |
| func (p *Provider) Init(ctx context.Context, | |
| params moduletools.ModuleInitParams, logger logrus.FieldLogger, | |
| ) error { | |
| for i, mod := range p.GetAll() { | |
| if err := mod.Init(ctx, params); err != nil { | |
| return errors.Wrapf(err, "init module %d (%q)", i, mod.Name()) | |
| } else { | |
| logger.WithField("action", "startup"). | |
| WithField("module", mod.Name()). | |
| Debug("initialized module") | |
| } | |
| } | |
| for i, mod := range p.GetAll() { | |
| if modExtension, ok := mod.(modulecapabilities.ModuleExtension); ok { | |
| if err := modExtension.InitExtension(p.GetAllExclude(mod.Name())); err != nil { | |
| return errors.Wrapf(err, "init module extension %d (%q)", i, mod.Name()) | |
| } else { | |
| logger.WithField("action", "startup"). | |
| WithField("module", mod.Name()). | |
| Debug("initialized module extension") | |
| } | |
| } | |
| } | |
| for i, mod := range p.GetAll() { | |
| if modDependency, ok := mod.(modulecapabilities.ModuleDependency); ok { | |
| if err := modDependency.InitDependency(p.GetAllExclude(mod.Name())); err != nil { | |
| return errors.Wrapf(err, "init module dependency %d (%q)", i, mod.Name()) | |
| } else { | |
| logger.WithField("action", "startup"). | |
| WithField("module", mod.Name()). | |
| Debug("initialized module dependency") | |
| } | |
| } | |
| } | |
| if err := p.validate(); err != nil { | |
| return errors.Wrap(err, "validate modules") | |
| } | |
| if p.HasMultipleVectorizers() { | |
| logger.Warn("Multiple vector spaces are present, GraphQL Explore and REST API list objects endpoint module include params has been disabled as a result.") | |
| } | |
| return nil | |
| } | |
| func (p *Provider) validate() error { | |
| searchers := map[string][]string{} | |
| additionalGraphQLProps := map[string][]string{} | |
| additionalRestAPIProps := map[string][]string{} | |
| for _, mod := range p.GetAll() { | |
| if module, ok := mod.(modulecapabilities.GraphQLArguments); ok { | |
| allArguments := []string{} | |
| for paraName, argument := range module.Arguments() { | |
| if argument.ExtractFunction != nil { | |
| allArguments = append(allArguments, paraName) | |
| } | |
| } | |
| searchers = p.scanProperties(searchers, allArguments, mod.Name()) | |
| } | |
| if module, ok := mod.(modulecapabilities.AdditionalProperties); ok { | |
| allAdditionalRestAPIProps, allAdditionalGrapQLProps := p.getAdditionalProps(module.AdditionalProperties()) | |
| additionalGraphQLProps = p.scanProperties(additionalGraphQLProps, | |
| allAdditionalGrapQLProps, mod.Name()) | |
| additionalRestAPIProps = p.scanProperties(additionalRestAPIProps, | |
| allAdditionalRestAPIProps, mod.Name()) | |
| } | |
| } | |
| var errorMessages []string | |
| errorMessages = append(errorMessages, | |
| p.validateModules("searcher", searchers, internalSearchers)...) | |
| errorMessages = append(errorMessages, | |
| p.validateModules("graphql additional property", additionalGraphQLProps, internalAdditionalProperties)...) | |
| errorMessages = append(errorMessages, | |
| p.validateModules("rest api additional property", additionalRestAPIProps, internalAdditionalProperties)...) | |
| if len(errorMessages) > 0 { | |
| return errors.Errorf("%v", errorMessages) | |
| } | |
| return nil | |
| } | |
| func (p *Provider) scanProperties(result map[string][]string, properties []string, module string) map[string][]string { | |
| for i := range properties { | |
| if result[properties[i]] == nil { | |
| result[properties[i]] = []string{} | |
| } | |
| modules := result[properties[i]] | |
| modules = append(modules, module) | |
| result[properties[i]] = modules | |
| } | |
| return result | |
| } | |
| func (p *Provider) getAdditionalProps(additionalProps map[string]modulecapabilities.AdditionalProperty) ([]string, []string) { | |
| restProps := []string{} | |
| graphQLProps := []string{} | |
| for _, additionalProperty := range additionalProps { | |
| if additionalProperty.RestNames != nil { | |
| restProps = append(restProps, additionalProperty.RestNames...) | |
| } | |
| if additionalProperty.GraphQLNames != nil { | |
| graphQLProps = append(graphQLProps, additionalProperty.GraphQLNames...) | |
| } | |
| } | |
| return restProps, graphQLProps | |
| } | |
| func (p *Provider) validateModules(name string, properties map[string][]string, internalProperties []string) []string { | |
| errorMessages := []string{} | |
| for propertyName, modules := range properties { | |
| for i := range internalProperties { | |
| if internalProperties[i] == propertyName { | |
| errorMessages = append(errorMessages, | |
| fmt.Sprintf("%s: %s conflicts with weaviate's internal searcher in modules: %v", | |
| name, propertyName, modules)) | |
| } | |
| } | |
| if len(modules) > 1 { | |
| p.hasMultipleVectorizers = true | |
| } | |
| for _, moduleName := range modules { | |
| moduleType := p.GetByName(moduleName).Type() | |
| if p.moduleProvidesMultipleVectorizers(moduleType) { | |
| p.hasMultipleVectorizers = true | |
| } | |
| } | |
| } | |
| return errorMessages | |
| } | |
| func (p *Provider) moduleProvidesMultipleVectorizers(moduleType modulecapabilities.ModuleType) bool { | |
| return moduleType == modulecapabilities.Text2ManyVec | |
| } | |
| func (p *Provider) isOnlyOneModuleEnabledOfAGivenType(moduleType modulecapabilities.ModuleType) bool { | |
| i := 0 | |
| for _, mod := range p.registered { | |
| if mod.Type() == moduleType { | |
| i++ | |
| } | |
| } | |
| return i == 1 | |
| } | |
| func (p *Provider) IsGenerative(modName string) bool { | |
| mod := p.GetByName(modName) | |
| if mod == nil { | |
| return false | |
| } | |
| return mod.Type() == modulecapabilities.Text2TextGenerative | |
| } | |
| func (p *Provider) IsReranker(modName string) bool { | |
| mod := p.GetByName(modName) | |
| if mod == nil { | |
| return false | |
| } | |
| return mod.Type() == modulecapabilities.Text2TextReranker | |
| } | |
| func (p *Provider) IsMultiVector(modName string) bool { | |
| mod := p.GetByName(modName) | |
| if mod == nil { | |
| return false | |
| } | |
| return mod.Type() == modulecapabilities.Text2Multivec || mod.Type() == modulecapabilities.Multi2Multivec | |
| } | |
| func (p *Provider) isVectorizerModule(moduleType modulecapabilities.ModuleType) bool { | |
| switch moduleType { | |
| case modulecapabilities.Text2Vec, | |
| modulecapabilities.Img2Vec, | |
| modulecapabilities.Multi2Vec, | |
| modulecapabilities.Text2ManyVec, | |
| modulecapabilities.Ref2Vec, | |
| modulecapabilities.Text2Multivec, | |
| modulecapabilities.Multi2Multivec: | |
| return true | |
| default: | |
| return false | |
| } | |
| } | |
| func (p *Provider) isGenerativeModule(moduleType modulecapabilities.ModuleType) bool { | |
| return moduleType == modulecapabilities.Text2TextGenerative | |
| } | |
| func (p *Provider) shouldIncludeClassArgument(class *models.Class, module string, | |
| moduleType modulecapabilities.ModuleType, altNames []string, | |
| ) bool { | |
| if p.isVectorizerModule(moduleType) { | |
| for _, vectorConfig := range class.VectorConfig { | |
| if vectorizer, ok := vectorConfig.Vectorizer.(map[string]interface{}); ok { | |
| if _, ok := vectorizer[module]; ok { | |
| return true | |
| } else if len(altNames) > 0 { | |
| for _, altName := range altNames { | |
| if _, ok := vectorizer[altName]; ok { | |
| return true | |
| } | |
| } | |
| } | |
| } | |
| } | |
| for _, altName := range altNames { | |
| if class.Vectorizer == altName { | |
| return true | |
| } | |
| } | |
| return class.Vectorizer == module | |
| } | |
| if moduleConfig, ok := class.ModuleConfig.(map[string]interface{}); ok { | |
| if _, ok := moduleConfig[module]; ok { | |
| return true | |
| } else if len(altNames) > 0 { | |
| for _, altName := range altNames { | |
| if _, ok := moduleConfig[altName]; ok { | |
| return true | |
| } | |
| } | |
| } | |
| } | |
| // Allow Text2Text (QnA, Generative, Summarize, NER) modules to be registered to a given class | |
| // only if there's no configuration present and there's only one module of a given type enabled | |
| return p.isOnlyOneModuleEnabledOfAGivenType(moduleType) | |
| } | |
| func (p *Provider) shouldCrossClassIncludeClassArgument(class *models.Class, module string, | |
| moduleType modulecapabilities.ModuleType, altNames []string, | |
| ) bool { | |
| if class == nil { | |
| return !p.HasMultipleVectorizers() | |
| } | |
| return p.shouldIncludeClassArgument(class, module, moduleType, altNames) | |
| } | |
| func (p *Provider) shouldIncludeArgument(schema *models.Schema, module string, | |
| moduleType modulecapabilities.ModuleType, altNames []string, | |
| ) bool { | |
| for _, c := range schema.Classes { | |
| if p.shouldIncludeClassArgument(c, module, moduleType, altNames) { | |
| return true | |
| } | |
| } | |
| return false | |
| } | |
| func (p *Provider) shouldAddGenericArgument(class *models.Class, moduleType modulecapabilities.ModuleType) bool { | |
| if p.isGenerativeModule(moduleType) { | |
| return true | |
| } | |
| return p.hasMultipleVectorizersConfig(class) && p.isVectorizerModule(moduleType) | |
| } | |
| func (p *Provider) hasMultipleVectorizersConfig(class *models.Class) bool { | |
| return len(class.VectorConfig) > 0 | |
| } | |
| func (p *Provider) shouldCrossClassAddGenericArgument(schema *models.Schema, moduleType modulecapabilities.ModuleType) bool { | |
| for _, c := range schema.Classes { | |
| if p.shouldAddGenericArgument(c, moduleType) { | |
| return true | |
| } | |
| } | |
| return false | |
| } | |
| func (p *Provider) getGenericArgument(name, className string, | |
| argumentType modulecomponents.ArgumentType, | |
| ) *graphql.ArgumentConfig { | |
| var nearTextTransformer modulecapabilities.TextTransform | |
| if name == "nearText" { | |
| // nearText argument might be exposed with an extension, we need to check | |
| // if text transformers module is enabled if so then we need to init nearText | |
| // argument with this extension | |
| for _, mod := range p.GetAll() { | |
| if arg, ok := mod.(modulecapabilities.TextTransformers); ok { | |
| if arg != nil && arg.TextTransformers() != nil { | |
| nearTextTransformer = arg.TextTransformers()["nearText"] | |
| break | |
| } | |
| } | |
| } | |
| } | |
| return modulecomponents.GetGenericArgument(name, className, argumentType, nearTextTransformer) | |
| } | |
| func (p *Provider) getGenericAdditionalProperty(name string, class *models.Class) *modulecapabilities.AdditionalProperty { | |
| if p.hasMultipleVectorizersConfig(class) { | |
| return modulecomponents.GetGenericAdditionalProperty(name, class.Class) | |
| } | |
| return nil | |
| } | |
| // GetArguments provides GraphQL Get arguments | |
| func (p *Provider) GetArguments(class *models.Class) map[string]*graphql.ArgumentConfig { | |
| arguments := map[string]*graphql.ArgumentConfig{} | |
| for _, module := range p.GetAll() { | |
| if p.shouldIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| if arg, ok := module.(modulecapabilities.GraphQLArguments); ok { | |
| for name, argument := range arg.Arguments() { | |
| if argument.GetArgumentsFunction != nil { | |
| if p.shouldAddGenericArgument(class, module.Type()) { | |
| if _, ok := arguments[name]; !ok { | |
| arguments[name] = p.getGenericArgument(name, class.Class, modulecomponents.Get) | |
| } | |
| } else { | |
| arguments[name] = argument.GetArgumentsFunction(class.Class) | |
| } | |
| } | |
| } | |
| } | |
| } | |
| } | |
| return arguments | |
| } | |
| func (p *Provider) getModuleAltNames(module modulecapabilities.Module) []string { | |
| if moduleWithAltNames, ok := module.(modulecapabilities.ModuleHasAltNames); ok { | |
| return moduleWithAltNames.AltNames() | |
| } | |
| return nil | |
| } | |
| func (p *Provider) isModuleNameEqual(module modulecapabilities.Module, targetModule string) bool { | |
| if module.Name() == targetModule { | |
| return true | |
| } | |
| if altNames := p.getModuleAltNames(module); len(altNames) > 0 { | |
| if slices.Contains(altNames, targetModule) { | |
| return true | |
| } | |
| } | |
| return false | |
| } | |
| // AggregateArguments provides GraphQL Aggregate arguments | |
| func (p *Provider) AggregateArguments(class *models.Class) map[string]*graphql.ArgumentConfig { | |
| arguments := map[string]*graphql.ArgumentConfig{} | |
| for _, module := range p.GetAll() { | |
| if p.shouldIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| if arg, ok := module.(modulecapabilities.GraphQLArguments); ok { | |
| for name, argument := range arg.Arguments() { | |
| if argument.AggregateArgumentsFunction != nil { | |
| if p.shouldAddGenericArgument(class, module.Type()) { | |
| if _, ok := arguments[name]; !ok { | |
| arguments[name] = p.getGenericArgument(name, class.Class, modulecomponents.Aggregate) | |
| } | |
| } else { | |
| arguments[name] = argument.AggregateArgumentsFunction(class.Class) | |
| } | |
| } | |
| } | |
| } | |
| } | |
| } | |
| return arguments | |
| } | |
| // ExploreArguments provides GraphQL Explore arguments | |
| func (p *Provider) ExploreArguments(schema *models.Schema) map[string]*graphql.ArgumentConfig { | |
| arguments := map[string]*graphql.ArgumentConfig{} | |
| for _, module := range p.GetAll() { | |
| if p.shouldIncludeArgument(schema, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| if arg, ok := module.(modulecapabilities.GraphQLArguments); ok { | |
| for name, argument := range arg.Arguments() { | |
| if argument.ExploreArgumentsFunction != nil { | |
| if p.shouldCrossClassAddGenericArgument(schema, module.Type()) { | |
| if _, ok := arguments[name]; !ok { | |
| arguments[name] = p.getGenericArgument(name, "", modulecomponents.Explore) | |
| } | |
| } else { | |
| arguments[name] = argument.ExploreArgumentsFunction() | |
| } | |
| } | |
| } | |
| } | |
| } | |
| } | |
| return arguments | |
| } | |
| // CrossClassExtractSearchParams extracts GraphQL arguments from modules without | |
| // being specific to any one class and it's configuration. This is used in | |
| // Explore() { } for example | |
| func (p *Provider) CrossClassExtractSearchParams(arguments map[string]interface{}) map[string]interface{} { | |
| // explore does not support target vectors | |
| params, _ := p.extractSearchParams(arguments, nil) | |
| return params | |
| } | |
| // ExtractSearchParams extracts GraphQL arguments | |
| func (p *Provider) ExtractSearchParams(arguments map[string]interface{}, className string) (map[string]interface{}, map[string]*dto.TargetCombination) { | |
| class, err := p.getClass(className) | |
| if err != nil { | |
| return map[string]interface{}{}, nil | |
| } | |
| return p.extractSearchParams(arguments, class) | |
| } | |
| func (p *Provider) extractSearchParams(arguments map[string]interface{}, class *models.Class) (map[string]interface{}, map[string]*dto.TargetCombination) { | |
| exractedParams := map[string]interface{}{} | |
| exractedCombination := map[string]*dto.TargetCombination{} | |
| for _, module := range p.GetAll() { | |
| if p.shouldCrossClassIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| if args, ok := module.(modulecapabilities.GraphQLArguments); ok { | |
| for paramName, argument := range args.Arguments() { | |
| if param, ok := arguments[paramName]; ok && argument.ExtractFunction != nil { | |
| extracted, combination, err := argument.ExtractFunction(param.(map[string]interface{})) | |
| if err != nil { | |
| continue | |
| } | |
| exractedParams[paramName] = extracted | |
| exractedCombination[paramName] = combination | |
| } | |
| } | |
| } | |
| } | |
| } | |
| return exractedParams, exractedCombination | |
| } | |
| // CrossClassValidateSearchParam validates module parameters without | |
| // being specific to any one class and it's configuration. This is used in | |
| // Explore() { } for example | |
| func (p *Provider) CrossClassValidateSearchParam(name string, value interface{}) error { | |
| return p.validateSearchParam(name, value, nil) | |
| } | |
| // ValidateSearchParam validates module parameters | |
| func (p *Provider) ValidateSearchParam(name string, value interface{}, className string) error { | |
| class, err := p.getClass(className) | |
| if err != nil { | |
| return err | |
| } | |
| return p.validateSearchParam(name, value, class) | |
| } | |
| func (p *Provider) validateSearchParam(name string, value interface{}, class *models.Class) error { | |
| for _, module := range p.GetAll() { | |
| if p.shouldCrossClassIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| if args, ok := module.(modulecapabilities.GraphQLArguments); ok { | |
| for paramName, argument := range args.Arguments() { | |
| if paramName == name && argument.ValidateFunction != nil { | |
| return argument.ValidateFunction(value) | |
| } | |
| } | |
| } | |
| } | |
| } | |
| return fmt.Errorf("could not vectorize input for collection %v with search-type %v. Make sure a vectorizer module is configured for this collection", class.Class, name) | |
| } | |
| // GetAdditionalFields provides GraphQL Get additional fields | |
| func (p *Provider) GetAdditionalFields(class *models.Class) map[string]*graphql.Field { | |
| additionalProperties := map[string]*graphql.Field{} | |
| additionalGenerativeDefaultProvider := "" | |
| additionalGenerativeParameters := map[string]modulecapabilities.GenerativeProperty{} | |
| for _, module := range p.GetAll() { | |
| if p.isGenerativeModule(module.Type()) { | |
| if arg, ok := module.(modulecapabilities.AdditionalGenerativeProperties); ok { | |
| for name, additionalGenerativeParameter := range arg.AdditionalGenerativeProperties() { | |
| additionalGenerativeParameters[name] = additionalGenerativeParameter | |
| if p.shouldIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| additionalGenerativeDefaultProvider = name | |
| } | |
| } | |
| } | |
| } else if p.shouldIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| if arg, ok := module.(modulecapabilities.AdditionalProperties); ok { | |
| for name, additionalProperty := range arg.AdditionalProperties() { | |
| if additionalProperty.GraphQLFieldFunction != nil { | |
| if genericAdditionalProperty := p.getGenericAdditionalProperty(name, class); genericAdditionalProperty != nil { | |
| if genericAdditionalProperty.GraphQLFieldFunction != nil { | |
| if _, ok := additionalProperties[name]; !ok { | |
| additionalProperties[name] = genericAdditionalProperty.GraphQLFieldFunction(class.Class) | |
| } | |
| } | |
| } else { | |
| additionalProperties[name] = additionalProperty.GraphQLFieldFunction(class.Class) | |
| } | |
| } | |
| } | |
| } | |
| } | |
| } | |
| if len(additionalGenerativeParameters) > 0 { | |
| if generateFn := modulecomponents.GetGenericGenerateProperty(class.Class, additionalGenerativeParameters, additionalGenerativeDefaultProvider, p.logger); generateFn != nil { | |
| additionalProperties[modulecomponents.AdditionalPropertyGenerate] = generateFn.GraphQLFieldFunction(class.Class) | |
| } | |
| } | |
| return additionalProperties | |
| } | |
| // ExtractAdditionalField extracts additional properties from given graphql arguments | |
| func (p *Provider) ExtractAdditionalField(className, name string, params []*ast.Argument) interface{} { | |
| class, err := p.getClass(className) | |
| if err != nil { | |
| return err | |
| } | |
| additionalGenerativeDefaultProvider := "" | |
| additionalGenerativeParameters := map[string]modulecapabilities.GenerativeProperty{} | |
| for _, module := range p.GetAll() { | |
| if name == modulecomponents.AdditionalPropertyGenerate { | |
| if p.isGenerativeModule(module.Type()) { | |
| if arg, ok := module.(modulecapabilities.AdditionalGenerativeProperties); ok { | |
| for name, additionalGenerativeParameter := range arg.AdditionalGenerativeProperties() { | |
| additionalGenerativeParameters[name] = additionalGenerativeParameter | |
| if p.shouldIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| additionalGenerativeDefaultProvider = name | |
| } | |
| } | |
| } | |
| } | |
| } else if p.shouldIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| if arg, ok := module.(modulecapabilities.AdditionalProperties); ok { | |
| if additionalProperties := arg.AdditionalProperties(); len(additionalProperties) > 0 { | |
| if additionalProperty, ok := additionalProperties[name]; ok { | |
| return additionalProperty.GraphQLExtractFunction(params, class) | |
| } | |
| } | |
| } | |
| } | |
| } | |
| if name == modulecomponents.AdditionalPropertyGenerate { | |
| if generateFn := modulecomponents.GetGenericGenerateProperty(class.Class, additionalGenerativeParameters, additionalGenerativeDefaultProvider, p.logger); generateFn != nil { | |
| return generateFn.GraphQLExtractFunction(params, class) | |
| } | |
| } | |
| return nil | |
| } | |
| // GetObjectAdditionalExtend extends rest api get queries with additional properties | |
| func (p *Provider) GetObjectAdditionalExtend(ctx context.Context, | |
| in *search.Result, moduleParams map[string]interface{}, | |
| ) (*search.Result, error) { | |
| resArray, err := p.additionalExtend(ctx, search.Results{*in}, moduleParams, nil, "ObjectGet", nil) | |
| if err != nil { | |
| return nil, err | |
| } | |
| return &resArray[0], nil | |
| } | |
| // ListObjectsAdditionalExtend extends rest api list queries with additional properties | |
| func (p *Provider) ListObjectsAdditionalExtend(ctx context.Context, | |
| in search.Results, moduleParams map[string]interface{}, | |
| ) (search.Results, error) { | |
| return p.additionalExtend(ctx, in, moduleParams, nil, "ObjectList", nil) | |
| } | |
| // GetExploreAdditionalExtend extends graphql api get queries with additional properties | |
| func (p *Provider) GetExploreAdditionalExtend(ctx context.Context, in []search.Result, | |
| moduleParams map[string]interface{}, searchVector models.Vector, | |
| argumentModuleParams map[string]interface{}, | |
| ) ([]search.Result, error) { | |
| return p.additionalExtend(ctx, in, moduleParams, searchVector, "ExploreGet", argumentModuleParams) | |
| } | |
| // ListExploreAdditionalExtend extends graphql api list queries with additional properties | |
| func (p *Provider) ListExploreAdditionalExtend(ctx context.Context, in []search.Result, moduleParams map[string]interface{}, argumentModuleParams map[string]interface{}) ([]search.Result, error) { | |
| return p.additionalExtend(ctx, in, moduleParams, nil, "ExploreList", argumentModuleParams) | |
| } | |
| func (p *Provider) additionalExtend(ctx context.Context, in []search.Result, moduleParams map[string]interface{}, searchVector models.Vector, capability string, argumentModuleParams map[string]interface{}) ([]search.Result, error) { | |
| toBeExtended := in | |
| if len(toBeExtended) > 0 { | |
| class, err := p.getClassFromSearchResult(toBeExtended) | |
| if err != nil { | |
| return nil, err | |
| } | |
| additionalGenerativeDefaultProvider := "" | |
| additionalGenerativeParameters := map[string]modulecapabilities.GenerativeProperty{} | |
| allAdditionalProperties := map[string]modulecapabilities.AdditionalProperty{} | |
| for _, module := range p.GetAll() { | |
| if p.isGenerativeModule(module.Type()) { | |
| if arg, ok := module.(modulecapabilities.AdditionalGenerativeProperties); ok { | |
| for name, additionalGenerativeParameter := range arg.AdditionalGenerativeProperties() { | |
| additionalGenerativeParameters[name] = additionalGenerativeParameter | |
| if p.shouldIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| additionalGenerativeDefaultProvider = name | |
| } | |
| } | |
| } | |
| } else if p.shouldIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| if arg, ok := module.(modulecapabilities.AdditionalProperties); ok { | |
| if arg != nil && arg.AdditionalProperties() != nil { | |
| for name, additionalProperty := range arg.AdditionalProperties() { | |
| allAdditionalProperties[name] = additionalProperty | |
| } | |
| } | |
| } | |
| } | |
| } | |
| if len(additionalGenerativeParameters) > 0 { | |
| if generateFn := modulecomponents.GetGenericGenerateProperty(class.Class, additionalGenerativeParameters, additionalGenerativeDefaultProvider, p.logger); generateFn != nil { | |
| allAdditionalProperties[modulecomponents.AdditionalPropertyGenerate] = *generateFn | |
| } | |
| } | |
| if len(allAdditionalProperties) > 0 { | |
| if err := p.checkCapabilities(allAdditionalProperties, moduleParams, capability); err != nil { | |
| return nil, err | |
| } | |
| cfg := NewClassBasedModuleConfig(class, "", "", "", &p.cfg) | |
| for name, value := range moduleParams { | |
| additionalPropertyFn := p.getAdditionalPropertyFn(allAdditionalProperties[name], capability) | |
| if additionalPropertyFn != nil && value != nil { | |
| searchValue := value | |
| if searchVectorValue, ok := value.(modulecapabilities.AdditionalPropertyWithSearchVector[[]float32]); ok { | |
| if vec, ok := searchVector.([]float32); ok { | |
| searchVectorValue.SetSearchVector(vec) | |
| searchValue = searchVectorValue | |
| } else { | |
| return nil, errors.Errorf("extend %s: set search vector unrecongnized type: %T", name, searchVector) | |
| } | |
| } else if searchVectorValue, ok := value.(modulecapabilities.AdditionalPropertyWithSearchVector[[][]float32]); ok { | |
| if vec, ok := searchVector.([][]float32); ok { | |
| searchVectorValue.SetSearchVector(vec) | |
| searchValue = searchVectorValue | |
| } else { | |
| return nil, errors.Errorf("extend %s: set search multi vector unrecongnized type: %T", name, searchVector) | |
| } | |
| } | |
| resArray, err := additionalPropertyFn(ctx, toBeExtended, searchValue, nil, argumentModuleParams, cfg) | |
| if err != nil { | |
| return nil, errors.Errorf("extend %s: %v", name, err) | |
| } | |
| toBeExtended = resArray | |
| } else { | |
| return nil, errors.Errorf("unknown capability: %s", name) | |
| } | |
| } | |
| } | |
| } | |
| return toBeExtended, nil | |
| } | |
| func (p *Provider) getClassFromSearchResult(in []search.Result) (*models.Class, error) { | |
| if len(in) > 0 { | |
| return p.getClass(in[0].ClassName) | |
| } | |
| return nil, errors.Errorf("unknown class") | |
| } | |
| func (p *Provider) checkCapabilities(additionalProperties map[string]modulecapabilities.AdditionalProperty, | |
| moduleParams map[string]interface{}, capability string, | |
| ) error { | |
| for name := range moduleParams { | |
| additionalPropertyFn := p.getAdditionalPropertyFn(additionalProperties[name], capability) | |
| if additionalPropertyFn == nil { | |
| return errors.Errorf("unknown capability: %s", name) | |
| } | |
| } | |
| return nil | |
| } | |
| func (p *Provider) getAdditionalPropertyFn( | |
| additionalProperty modulecapabilities.AdditionalProperty, | |
| capability string, | |
| ) modulecapabilities.AdditionalPropertyFn { | |
| switch capability { | |
| case "ObjectGet": | |
| return additionalProperty.SearchFunctions.ObjectGet | |
| case "ObjectList": | |
| return additionalProperty.SearchFunctions.ObjectList | |
| case "ExploreGet": | |
| return additionalProperty.SearchFunctions.ExploreGet | |
| case "ExploreList": | |
| return additionalProperty.SearchFunctions.ExploreList | |
| default: | |
| return nil | |
| } | |
| } | |
| // GraphQLAdditionalFieldNames get's all additional field names used in graphql | |
| func (p *Provider) GraphQLAdditionalFieldNames() []string { | |
| additionalPropertiesNames := map[string]struct{}{} | |
| for _, module := range p.GetAll() { | |
| if arg, ok := module.(modulecapabilities.AdditionalProperties); ok { | |
| for _, additionalProperty := range arg.AdditionalProperties() { | |
| for _, gqlName := range additionalProperty.GraphQLNames { | |
| additionalPropertiesNames[gqlName] = struct{}{} | |
| } | |
| } | |
| } else if _, ok := module.(modulecapabilities.AdditionalGenerativeProperties); ok { | |
| additionalPropertiesNames[modulecomponents.AdditionalPropertyGenerate] = struct{}{} | |
| } | |
| } | |
| var availableAdditionalPropertiesNames []string | |
| for gqlName := range additionalPropertiesNames { | |
| availableAdditionalPropertiesNames = append(availableAdditionalPropertiesNames, gqlName) | |
| } | |
| return availableAdditionalPropertiesNames | |
| } | |
| // RestApiAdditionalProperties get's all rest specific additional properties with their | |
| // default values | |
| func (p *Provider) RestApiAdditionalProperties(includeProp string, class *models.Class) map[string]interface{} { | |
| moduleParams := map[string]interface{}{} | |
| for _, module := range p.GetAll() { | |
| if p.shouldCrossClassIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| if arg, ok := module.(modulecapabilities.AdditionalProperties); ok { | |
| for name, additionalProperty := range arg.AdditionalProperties() { | |
| for _, includePropName := range additionalProperty.RestNames { | |
| if includePropName == includeProp && moduleParams[name] == nil { | |
| moduleParams[name] = additionalProperty.DefaultValue | |
| } | |
| } | |
| } | |
| } | |
| } | |
| } | |
| return moduleParams | |
| } | |
| func (p *Provider) TargetsFromSearchParam(className string, params interface{}) ([]string, error) { | |
| class, err := p.getClass(className) | |
| if err != nil { | |
| return nil, err | |
| } | |
| targetVectors, err := p.getTargetVector(class, params) | |
| if err != nil { | |
| return nil, err | |
| } | |
| return targetVectors, nil | |
| } | |
| func (p *Provider) IsTargetVectorMultiVector(className, targetVector string) (bool, error) { | |
| class, err := p.getClass(className) | |
| if err != nil { | |
| return false, err | |
| } | |
| targetModule := p.getModuleNameForTargetVector(class, targetVector) | |
| return p.IsMultiVector(targetModule), nil | |
| } | |
| // VectorFromSearchParam gets a vector for a given argument. This is used in | |
| // Get { Class() } for example | |
| func (p *Provider) VectorFromSearchParam(ctx context.Context, className, targetVector, tenant, param string, params interface{}, | |
| findVectorFn modulecapabilities.FindVectorFn[[]float32], | |
| ) ([]float32, error) { | |
| class, err := p.getClass(className) | |
| if err != nil { | |
| return nil, err | |
| } | |
| targetModule := p.getModuleNameForTargetVector(class, targetVector) | |
| for _, mod := range p.GetAll() { | |
| if found, vector, err := vectorFromSearchParam(ctx, class, mod, targetModule, targetVector, tenant, param, params, findVectorFn, p.isModuleNameEqual, &p.cfg); found { | |
| return vector, err | |
| } | |
| } | |
| return nil, fmt.Errorf("could not vectorize input for collection %v with search-type %v, targetVector %v and parameters %v. Make sure a vectorizer module is configured for this class", className, param, targetVector, params) | |
| } | |
| // MultiVectorFromSearchParam gets a multi vector for a given argument. This is used in | |
| // Get { Class() } for example | |
| func (p *Provider) MultiVectorFromSearchParam(ctx context.Context, className, targetVector, tenant, param string, params interface{}, | |
| findVectorFn modulecapabilities.FindVectorFn[[][]float32], | |
| ) ([][]float32, error) { | |
| class, err := p.getClass(className) | |
| if err != nil { | |
| return nil, err | |
| } | |
| targetModule := p.getModuleNameForTargetVector(class, targetVector) | |
| for _, mod := range p.GetAll() { | |
| if found, vector, err := vectorFromSearchParam(ctx, class, mod, targetModule, targetVector, tenant, param, params, findVectorFn, p.isModuleNameEqual, &p.cfg); found { | |
| return vector, err | |
| } | |
| } | |
| return nil, fmt.Errorf("could not vectorize input for collection %v with search-type %v, targetVector %v and parameters %v. Make sure a vectorizer module is configured for this class", className, param, targetVector, params) | |
| } | |
| // CrossClassVectorFromSearchParam gets a vector for a given argument without | |
| // being specific to any one class and it's configuration. This is used in | |
| // Explore() { } for example | |
| func (p *Provider) CrossClassVectorFromSearchParam(ctx context.Context, | |
| param string, params interface{}, | |
| findVectorFn modulecapabilities.FindVectorFn[[]float32], | |
| ) ([]float32, string, error) { | |
| for _, mod := range p.GetAll() { | |
| if found, vector, targetVector, err := crossClassVectorFromSearchParam(ctx, mod, param, params, findVectorFn, p.getTargetVector, p.cfg); found { | |
| return vector, targetVector, err | |
| } | |
| } | |
| return nil, "", fmt.Errorf("could not vectorize input for Explore with search-type %v and parameters %v. Make sure a vectorizer module is configured", param, params) | |
| } | |
| // MultiCrossClassVectorFromSearchParam gets a multi vector for a given argument without | |
| // being specific to any one class and it's configuration. This is used in | |
| // Explore() { } for example | |
| func (p *Provider) MultiCrossClassVectorFromSearchParam(ctx context.Context, | |
| param string, params interface{}, | |
| findVectorFn modulecapabilities.FindVectorFn[[][]float32], | |
| ) ([][]float32, string, error) { | |
| for _, mod := range p.GetAll() { | |
| if found, vector, targetVector, err := crossClassVectorFromSearchParam(ctx, mod, param, params, findVectorFn, p.getTargetVector, p.cfg); found { | |
| return vector, targetVector, err | |
| } | |
| } | |
| return nil, "", fmt.Errorf("could not vectorize input for Explore with search-type %v and parameters %v. Make sure a vectorizer module is configured", param, params) | |
| } | |
| func (p *Provider) getTargetVector(class *models.Class, params interface{}) ([]string, error) { | |
| if nearParam, ok := params.(modulecapabilities.NearParam); ok && len(nearParam.GetTargetVectors()) >= 1 { | |
| return nearParam.GetTargetVectors(), nil | |
| } | |
| if class != nil { | |
| if modelsext.ClassHasLegacyVectorIndex(class) { | |
| return []string{""}, nil | |
| } | |
| if len(class.VectorConfig) > 1 { | |
| return nil, fmt.Errorf("multiple vectorizers configuration found, please specify target vector name") | |
| } | |
| if len(class.VectorConfig) == 1 { | |
| for name := range class.VectorConfig { | |
| return []string{name}, nil | |
| } | |
| } | |
| } | |
| return []string{""}, nil | |
| } | |
| func (p *Provider) getModuleNameForTargetVector(class *models.Class, targetVector string) string { | |
| if len(class.VectorConfig) > 0 { | |
| if vectorConfig, ok := class.VectorConfig[targetVector]; ok { | |
| if vectorizer, ok := vectorConfig.Vectorizer.(map[string]interface{}); ok && len(vectorizer) == 1 { | |
| for moduleName := range vectorizer { | |
| return moduleName | |
| } | |
| } | |
| } | |
| } | |
| return class.Vectorizer | |
| } | |
| func (p *Provider) VectorFromInput(ctx context.Context, | |
| className, input, targetVector string, | |
| ) ([]float32, error) { | |
| class, err := p.getClass(className) | |
| if err != nil { | |
| return nil, err | |
| } | |
| targetModule := p.getModuleNameForTargetVector(class, targetVector) | |
| for _, mod := range p.GetAll() { | |
| if p.isModuleNameEqual(mod, targetModule) { | |
| if p.shouldIncludeClassArgument(class, mod.Name(), mod.Type(), p.getModuleAltNames(mod)) { | |
| if found, vector, err := vectorFromInput[[]float32](ctx, mod, class, input, targetVector, &p.cfg); found { | |
| return vector, err | |
| } | |
| } | |
| } | |
| } | |
| return nil, fmt.Errorf("VectorFromInput was called without vectorizer on class %v for input %v", className, input) | |
| } | |
| func (p *Provider) MultiVectorFromInput(ctx context.Context, | |
| className, input, targetVector string, | |
| ) ([][]float32, error) { | |
| class, err := p.getClass(className) | |
| if err != nil { | |
| return nil, err | |
| } | |
| targetModule := p.getModuleNameForTargetVector(class, targetVector) | |
| for _, mod := range p.GetAll() { | |
| if p.isModuleNameEqual(mod, targetModule) { | |
| if p.shouldIncludeClassArgument(class, mod.Name(), mod.Type(), p.getModuleAltNames(mod)) { | |
| if found, vector, err := vectorFromInput[[][]float32](ctx, mod, class, input, targetVector, &p.cfg); found { | |
| return vector, err | |
| } | |
| } | |
| } | |
| } | |
| return nil, fmt.Errorf("MultiVectorFromInput was called without vectorizer on class %v for input %v", className, input) | |
| } | |
| // ParseClassifierSettings parses and adds classifier specific settings | |
| func (p *Provider) ParseClassifierSettings(name string, | |
| params *models.Classification, | |
| ) error { | |
| class, err := p.getClass(params.Class) | |
| if err != nil { | |
| return err | |
| } | |
| for _, module := range p.GetAll() { | |
| if p.shouldIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| if c, ok := module.(modulecapabilities.ClassificationProvider); ok { | |
| for _, classifier := range c.Classifiers() { | |
| if classifier != nil && classifier.Name() == name { | |
| return classifier.ParseClassifierSettings(params) | |
| } | |
| } | |
| } | |
| } | |
| } | |
| return nil | |
| } | |
| // GetClassificationFn returns given module's classification | |
| func (p *Provider) GetClassificationFn(className, name string, | |
| params modulecapabilities.ClassifyParams, | |
| ) (modulecapabilities.ClassifyItemFn, error) { | |
| class, err := p.getClass(className) | |
| if err != nil { | |
| return nil, err | |
| } | |
| for _, module := range p.GetAll() { | |
| if p.shouldIncludeClassArgument(class, module.Name(), module.Type(), p.getModuleAltNames(module)) { | |
| if c, ok := module.(modulecapabilities.ClassificationProvider); ok { | |
| for _, classifier := range c.Classifiers() { | |
| if classifier != nil && classifier.Name() == name { | |
| return classifier.ClassifyFn(params) | |
| } | |
| } | |
| } | |
| } | |
| } | |
| return nil, errors.Errorf("classifier %s not found", name) | |
| } | |
| // GetMeta returns meta information about modules | |
| func (p *Provider) GetMeta() (map[string]interface{}, error) { | |
| metaInfos := map[string]interface{}{} | |
| for _, module := range p.GetAll() { | |
| if c, ok := module.(modulecapabilities.MetaProvider); ok { | |
| meta, err := c.MetaInfo() | |
| if err != nil { | |
| metaInfos[module.Name()] = map[string]interface{}{ | |
| "error": err.Error(), | |
| } | |
| } else { | |
| metaInfos[module.Name()] = meta | |
| } | |
| } | |
| } | |
| return metaInfos, nil | |
| } | |
| func (p *Provider) getClass(className string) (*models.Class, error) { | |
| class := p.schemaGetter.ReadOnlyClass(className) | |
| if class == nil { | |
| return nil, errors.Errorf("class %q not found in schema", className) | |
| } | |
| return class, nil | |
| } | |
| func (p *Provider) HasMultipleVectorizers() bool { | |
| return p.hasMultipleVectorizers | |
| } | |
| func (p *Provider) BackupBackend(backend string) (modulecapabilities.BackupBackend, error) { | |
| module := p.GetByName(backend) | |
| if module != nil { | |
| if module.Type() == modulecapabilities.Backup { | |
| module_backend, ok := module.(modulecapabilities.BackupBackend) | |
| if ok { | |
| return module_backend, nil | |
| } else { | |
| return nil, errors.Errorf("backup: %s is not a backup backend (actual type: %T)", backend, module) | |
| } | |
| } else { | |
| return nil, errors.Errorf("backup: %s is not a backup backend type", backend) | |
| } | |
| } | |
| return nil, errors.Errorf("backup: %s not found", backend) | |
| } | |
| func (p *Provider) OffloadBackend(backend string) (modulecapabilities.OffloadCloud, bool) { | |
| if module := p.GetByName(backend); module != nil { | |
| if module.Type() == modulecapabilities.Offload { | |
| if backend, ok := module.(modulecapabilities.OffloadCloud); ok { | |
| return backend, true | |
| } | |
| } | |
| } | |
| return nil, false | |
| } | |
| func (p *Provider) EnabledBackupBackends() []modulecapabilities.BackupBackend { | |
| var backends []modulecapabilities.BackupBackend | |
| for _, mod := range p.GetAll() { | |
| if backend, ok := mod.(modulecapabilities.BackupBackend); ok && | |
| mod.Type() == modulecapabilities.Backup { | |
| backends = append(backends, backend) | |
| } | |
| } | |
| return backends | |
| } | |
| func (p *Provider) UsageEnabled() bool { | |
| for _, module := range p.GetAll() { | |
| if module.Type() == modulecapabilities.Usage { | |
| return true | |
| } | |
| } | |
| return false | |
| } | |