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// _ _
// __ _____ __ ___ ___ __ _| |_ ___
// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
// \ 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
}