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// _ _ | |
// __ _____ __ ___ ___ __ _| |_ ___ | |
// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ | |
// \ V V / __/ (_| |\ V /| | (_| | || __/ | |
// \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___| | |
// | |
// Copyright © 2016 - 2024 Weaviate B.V. All rights reserved. | |
// | |
// CONTACT: [email protected] | |
// | |
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()) | |
) | |