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// _ _
// __ _____ __ ___ ___ __ _| |_ ___
// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
// \ V V / __/ (_| |\ V /| | (_| | || __/
// \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
//
// Copyright © 2016 - 2024 Weaviate B.V. All rights reserved.
//
// CONTACT: [email protected]
//
package modules
import (
"context"
"fmt"
"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/models"
"github.com/weaviate/weaviate/entities/modulecapabilities"
"github.com/weaviate/weaviate/entities/moduletools"
"github.com/weaviate/weaviate/entities/schema"
"github.com/weaviate/weaviate/entities/search"
)
var (
internalSearchers = []string{
"nearObject", "nearVector", "where", "group", "limit", "offset",
"after", "groupBy", "bm25", "hybrid",
}
internalAdditionalProperties = []string{"classification", "certainty", "id", "distance", "group"}
)
type Provider struct {
registered map[string]modulecapabilities.Module
altNames map[string]string
schemaGetter schemaGetter
hasMultipleVectorizers bool
}
type schemaGetter interface {
GetSchemaSkipAuth() schema.Schema
}
func NewProvider() *Provider {
return &Provider{
registered: map[string]modulecapabilities.Module{},
altNames: map[string]string{},
}
}
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) 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) 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.Text2MultiVec
}
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) isVectorizerModule(moduleType modulecapabilities.ModuleType) bool {
switch moduleType {
case modulecapabilities.Text2Vec,
modulecapabilities.Img2Vec,
modulecapabilities.Multi2Vec,
modulecapabilities.Text2MultiVec,
modulecapabilities.Ref2Vec:
return true
default:
return false
}
}
func (p *Provider) shouldIncludeClassArgument(class *models.Class, module string,
moduleType modulecapabilities.ModuleType,
) bool {
if p.isVectorizerModule(moduleType) {
return class.Vectorizer == module
}
if moduleConfig, ok := class.ModuleConfig.(map[string]interface{}); ok {
existsConfigForModule := moduleConfig[module] != nil
if existsConfigForModule {
return true
}
}
// Allow Text2Text (Generative, QnA, 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,
) bool {
if class == nil {
return !p.HasMultipleVectorizers()
}
return p.shouldIncludeClassArgument(class, module, moduleType)
}
func (p *Provider) shouldIncludeArgument(schema *models.Schema, module string,
moduleType modulecapabilities.ModuleType,
) bool {
for _, c := range schema.Classes {
if p.shouldIncludeClassArgument(c, module, moduleType) {
return true
}
}
return false
}
// 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()) {
if arg, ok := module.(modulecapabilities.GraphQLArguments); ok {
for name, argument := range arg.Arguments() {
if argument.GetArgumentsFunction != nil {
arguments[name] = argument.GetArgumentsFunction(class.Class)
}
}
}
}
}
return arguments
}
// 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()) {
if arg, ok := module.(modulecapabilities.GraphQLArguments); ok {
for name, argument := range arg.Arguments() {
if argument.AggregateArgumentsFunction != nil {
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()) {
if arg, ok := module.(modulecapabilities.GraphQLArguments); ok {
for name, argument := range arg.Arguments() {
if argument.ExploreArgumentsFunction != nil {
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{} {
return p.extractSearchParams(arguments, nil)
}
// ExtractSearchParams extracts GraphQL arguments
func (p *Provider) ExtractSearchParams(arguments map[string]interface{}, className string) map[string]interface{} {
exractedParams := map[string]interface{}{}
class, err := p.getClass(className)
if err != nil {
return exractedParams
}
return p.extractSearchParams(arguments, class)
}
func (p *Provider) extractSearchParams(arguments map[string]interface{}, class *models.Class) map[string]interface{} {
exractedParams := map[string]interface{}{}
for _, module := range p.GetAll() {
if p.shouldCrossClassIncludeClassArgument(class, module.Name(), module.Type()) {
if args, ok := module.(modulecapabilities.GraphQLArguments); ok {
for paramName, argument := range args.Arguments() {
if param, ok := arguments[paramName]; ok && argument.ExtractFunction != nil {
extracted := argument.ExtractFunction(param.(map[string]interface{}))
exractedParams[paramName] = extracted
}
}
}
}
}
return exractedParams
}
// 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()) {
if args, ok := module.(modulecapabilities.GraphQLArguments); ok {
for paramName, argument := range args.Arguments() {
if paramName == name && argument.ValidateFunction != nil {
return argument.ValidateFunction(value)
}
}
}
}
}
panic("ValidateParam was called without any known params present")
}
// GetAdditionalFields provides GraphQL Get additional fields
func (p *Provider) GetAdditionalFields(class *models.Class) map[string]*graphql.Field {
additionalProperties := map[string]*graphql.Field{}
for _, module := range p.GetAll() {
if p.shouldIncludeClassArgument(class, module.Name(), module.Type()) {
if arg, ok := module.(modulecapabilities.AdditionalProperties); ok {
for name, additionalProperty := range arg.AdditionalProperties() {
if additionalProperty.GraphQLFieldFunction != nil {
additionalProperties[name] = additionalProperty.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
}
for _, module := range p.GetAll() {
if p.shouldIncludeClassArgument(class, module.Name(), module.Type()) {
if arg, ok := module.(modulecapabilities.AdditionalProperties); ok {
if additionalProperties := arg.AdditionalProperties(); len(additionalProperties) > 0 {
if additionalProperty, ok := additionalProperties[name]; ok {
if additionalProperty.GraphQLExtractFunction != nil {
return additionalProperty.GraphQLExtractFunction(params)
}
}
}
}
}
}
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 []float32,
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 []float32,
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
}
allAdditionalProperties := map[string]modulecapabilities.AdditionalProperty{}
for _, module := range p.GetAll() {
if p.shouldIncludeClassArgument(class, module.Name(), module.Type()) {
if arg, ok := module.(modulecapabilities.AdditionalProperties); ok {
if arg != nil && arg.AdditionalProperties() != nil {
for name, additionalProperty := range arg.AdditionalProperties() {
allAdditionalProperties[name] = additionalProperty
}
}
}
}
}
if len(allAdditionalProperties) > 0 {
if err := p.checkCapabilities(allAdditionalProperties, moduleParams, capability); err != nil {
return nil, err
}
cfg := NewClassBasedModuleConfig(class, "", "")
for name, value := range moduleParams {
additionalPropertyFn := p.getAdditionalPropertyFn(allAdditionalProperties[name], capability)
if additionalPropertyFn != nil && value != nil {
searchValue := value
if searchVectorValue, ok := value.(modulecapabilities.AdditionalPropertyWithSearchVector); ok {
searchVectorValue.SetSearchVector(searchVector)
searchValue = searchVectorValue
}
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 := []string{}
for _, module := range p.GetAll() {
if arg, ok := module.(modulecapabilities.AdditionalProperties); ok {
for _, additionalProperty := range arg.AdditionalProperties() {
if additionalProperty.GraphQLNames != nil {
additionalPropertiesNames = append(additionalPropertiesNames, additionalProperty.GraphQLNames...)
}
}
}
}
return additionalPropertiesNames
}
// 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()) {
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
}
// VectorFromSearchParam gets a vector for a given argument. This is used in
// Get { Class() } for example
func (p *Provider) VectorFromSearchParam(ctx context.Context,
className string, param string, params interface{},
findVectorFn modulecapabilities.FindVectorFn, tenant string,
) ([]float32, error) {
class, err := p.getClass(className)
if err != nil {
return nil, err
}
for _, mod := range p.GetAll() {
if p.shouldIncludeClassArgument(class, mod.Name(), mod.Type()) {
var moduleName string
var vectorSearches modulecapabilities.ArgumentVectorForParams
if searcher, ok := mod.(modulecapabilities.Searcher); ok {
moduleName = mod.Name()
vectorSearches = searcher.VectorSearches()
} else if searchers, ok := mod.(modulecapabilities.DependencySearcher); ok {
if dependencySearchers := searchers.VectorSearches(); dependencySearchers != nil {
moduleName = class.Vectorizer
vectorSearches = dependencySearchers[class.Vectorizer]
}
}
if vectorSearches != nil {
if searchVectorFn := vectorSearches[param]; searchVectorFn != nil {
cfg := NewClassBasedModuleConfig(class, moduleName, tenant)
vector, err := searchVectorFn(ctx, params, class.Class, findVectorFn, cfg)
if err != nil {
return nil, errors.Errorf("vectorize params: %v", err)
}
return vector, nil
}
}
}
}
panic("VectorFromParams was called without any known params present")
}
// 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, error) {
for _, mod := range p.GetAll() {
if searcher, ok := mod.(modulecapabilities.Searcher); ok {
if vectorSearches := searcher.VectorSearches(); vectorSearches != nil {
if searchVectorFn := vectorSearches[param]; searchVectorFn != nil {
cfg := NewCrossClassModuleConfig()
vector, err := searchVectorFn(ctx, params, "", findVectorFn, cfg)
if err != nil {
return nil, errors.Errorf("vectorize params: %v", err)
}
return vector, nil
}
}
}
}
panic("VectorFromParams was called without any known params present")
}
func (p *Provider) VectorFromInput(ctx context.Context,
className string, input string,
) ([]float32, error) {
class, err := p.getClass(className)
if err != nil {
return nil, err
}
for _, mod := range p.GetAll() {
if p.shouldIncludeClassArgument(class, mod.Name(), mod.Type()) {
if vectorizer, ok := mod.(modulecapabilities.InputVectorizer); ok {
// does not access any objects, therefore tenant is irrelevant
cfg := NewClassBasedModuleConfig(class, mod.Name(), "")
return vectorizer.VectorizeInput(ctx, input, cfg)
}
}
}
return nil, fmt.Errorf("VectorFromInput was called without vectorizer")
}
// 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()) {
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()) {
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 {
return nil, err
}
metaInfos[module.Name()] = meta
}
}
return metaInfos, nil
}
func (p *Provider) getClass(className string) (*models.Class, error) {
sch := p.schemaGetter.GetSchemaSkipAuth()
class := sch.FindClassByName(schema.ClassName(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) {
if module := p.GetByName(backend); module != nil {
if module.Type() == modulecapabilities.Backup {
if backend, ok := module.(modulecapabilities.BackupBackend); ok {
return backend, nil
}
}
}
return nil, errors.Errorf("backup: %s not found", backend)
}
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