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| // _ _ | |
| // __ _____ __ ___ ___ __ _| |_ ___ | |
| // \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ | |
| // \ V V / __/ (_| |\ V /| | (_| | || __/ | |
| // \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___| | |
| // | |
| // Copyright © 2016 - 2024 Weaviate B.V. All rights reserved. | |
| // | |
| // CONTACT: hello@weaviate.io | |
| // | |
| package modqna | |
| import ( | |
| "context" | |
| "net/http" | |
| "os" | |
| "time" | |
| "github.com/pkg/errors" | |
| "github.com/sirupsen/logrus" | |
| "github.com/weaviate/weaviate/entities/modulecapabilities" | |
| "github.com/weaviate/weaviate/entities/moduletools" | |
| qnaadditional "github.com/weaviate/weaviate/modules/qna-transformers/additional" | |
| qnaadditionalanswer "github.com/weaviate/weaviate/modules/qna-transformers/additional/answer" | |
| qnaask "github.com/weaviate/weaviate/modules/qna-transformers/ask" | |
| "github.com/weaviate/weaviate/modules/qna-transformers/clients" | |
| qnaadependency "github.com/weaviate/weaviate/modules/qna-transformers/dependency" | |
| "github.com/weaviate/weaviate/modules/qna-transformers/ent" | |
| ) | |
| func New() *QnAModule { | |
| return &QnAModule{} | |
| } | |
| type QnAModule struct { | |
| qna qnaClient | |
| graphqlProvider modulecapabilities.GraphQLArguments | |
| searcher modulecapabilities.DependencySearcher | |
| additionalPropertiesProvider modulecapabilities.AdditionalProperties | |
| nearTextDependencies []modulecapabilities.Dependency | |
| askTextTransformer modulecapabilities.TextTransform | |
| } | |
| type qnaClient interface { | |
| Answer(ctx context.Context, | |
| text, question string) (*ent.AnswerResult, error) | |
| MetaInfo() (map[string]interface{}, error) | |
| } | |
| func (m *QnAModule) Name() string { | |
| return "qna-transformers" | |
| } | |
| func (m *QnAModule) Type() modulecapabilities.ModuleType { | |
| return modulecapabilities.Text2TextQnA | |
| } | |
| func (m *QnAModule) Init(ctx context.Context, | |
| params moduletools.ModuleInitParams, | |
| ) error { | |
| if err := m.initAdditional(ctx, params.GetConfig().ModuleHttpClientTimeout, params.GetLogger()); err != nil { | |
| return errors.Wrap(err, "init vectorizer") | |
| } | |
| return nil | |
| } | |
| func (m *QnAModule) InitExtension(modules []modulecapabilities.Module) error { | |
| var textTransformer modulecapabilities.TextTransform | |
| for _, module := range modules { | |
| if module.Name() == m.Name() { | |
| continue | |
| } | |
| if arg, ok := module.(modulecapabilities.TextTransformers); ok { | |
| if arg != nil && arg.TextTransformers() != nil { | |
| textTransformer = arg.TextTransformers()["ask"] | |
| } | |
| } | |
| } | |
| m.askTextTransformer = textTransformer | |
| if err := m.initAskProvider(); err != nil { | |
| return errors.Wrap(err, "init ask provider") | |
| } | |
| return nil | |
| } | |
| func (m *QnAModule) InitDependency(modules []modulecapabilities.Module) error { | |
| nearTextDependencies := []modulecapabilities.Dependency{} | |
| for _, module := range modules { | |
| if module.Name() == m.Name() { | |
| continue | |
| } | |
| var argument modulecapabilities.GraphQLArgument | |
| var searcher modulecapabilities.VectorForParams | |
| if arg, ok := module.(modulecapabilities.GraphQLArguments); ok { | |
| if arg != nil && arg.Arguments() != nil { | |
| if nearTextArg, ok := arg.Arguments()["nearText"]; ok { | |
| argument = nearTextArg | |
| } | |
| } | |
| } | |
| if arg, ok := module.(modulecapabilities.Searcher); ok { | |
| if arg != nil && arg.VectorSearches() != nil { | |
| if nearTextSearcher, ok := arg.VectorSearches()["nearText"]; ok { | |
| searcher = nearTextSearcher | |
| } | |
| } | |
| } | |
| if argument.ExtractFunction != nil && searcher != nil { | |
| nearTextDependency := qnaadependency.New(module.Name(), argument, searcher) | |
| nearTextDependencies = append(nearTextDependencies, nearTextDependency) | |
| } | |
| } | |
| if len(nearTextDependencies) == 0 { | |
| return errors.New("nearText dependecy not present") | |
| } | |
| m.nearTextDependencies = nearTextDependencies | |
| if err := m.initAskSearcher(); err != nil { | |
| return errors.Wrap(err, "init ask searcher") | |
| } | |
| return nil | |
| } | |
| func (m *QnAModule) initAdditional(ctx context.Context, timeout time.Duration, | |
| logger logrus.FieldLogger, | |
| ) error { | |
| // TODO: proper config management | |
| uri := os.Getenv("QNA_INFERENCE_API") | |
| if uri == "" { | |
| return errors.Errorf("required variable QNA_INFERENCE_API is not set") | |
| } | |
| client := clients.New(uri, timeout, logger) | |
| if err := client.WaitForStartup(ctx, 1*time.Second); err != nil { | |
| return errors.Wrap(err, "init remote vectorizer") | |
| } | |
| m.qna = client | |
| answerProvider := qnaadditionalanswer.New(m.qna, qnaask.NewParamsHelper()) | |
| m.additionalPropertiesProvider = qnaadditional.New(answerProvider) | |
| return nil | |
| } | |
| func (m *QnAModule) RootHandler() http.Handler { | |
| // TODO: remove once this is a capability interface | |
| return nil | |
| } | |
| func (m *QnAModule) MetaInfo() (map[string]interface{}, error) { | |
| return m.qna.MetaInfo() | |
| } | |
| func (m *QnAModule) AdditionalProperties() map[string]modulecapabilities.AdditionalProperty { | |
| return m.additionalPropertiesProvider.AdditionalProperties() | |
| } | |
| // verify we implement the modules.Module interface | |
| var ( | |
| _ = modulecapabilities.Module(New()) | |
| _ = modulecapabilities.AdditionalProperties(New()) | |
| _ = modulecapabilities.MetaProvider(New()) | |
| ) | |