| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
|
|
| 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 |
| } |
| } |
| } |
| } |
| |
| |
| 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" { |
| |
| |
| |
| 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 |
| } |
|
|
| |
| 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 |
| } |
|
|
| |
| 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 |
| } |
|
|
| |
| 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 |
| } |
|
|
| |
| |
| |
| func (p *Provider) CrossClassExtractSearchParams(arguments map[string]interface{}) map[string]interface{} { |
| |
| params, _ := p.extractSearchParams(arguments, nil) |
| return params |
| } |
|
|
| |
| 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 |
| } |
|
|
| |
| |
| |
| func (p *Provider) CrossClassValidateSearchParam(name string, value interface{}) error { |
| return p.validateSearchParam(name, value, nil) |
| } |
|
|
| |
| 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) |
| } |
|
|
| |
| 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 |
| } |
|
|
| |
| 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 |
| } |
|
|
| |
| 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 |
| } |
|
|
| |
| 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) |
| } |
|
|
| |
| 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) |
| } |
|
|
| |
| 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 |
| } |
| } |
|
|
| |
| 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 |
| } |
|
|
| |
| |
| 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 |
| } |
|
|
| |
| |
| 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) |
| } |
|
|
| |
| |
| 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) |
| } |
|
|
| |
| |
| |
| 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) |
| } |
|
|
| |
| |
| |
| 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) |
| } |
|
|
| |
| 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 |
| } |
|
|
| |
| 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) |
| } |
|
|
| |
| 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 |
| } |
|
|