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| package modtransformers |
|
|
| import ( |
| "context" |
| "os" |
| "time" |
|
|
| "github.com/pkg/errors" |
| "github.com/sirupsen/logrus" |
|
|
| entcfg "github.com/weaviate/weaviate/entities/config" |
| "github.com/weaviate/weaviate/entities/models" |
| "github.com/weaviate/weaviate/entities/modulecapabilities" |
| "github.com/weaviate/weaviate/entities/moduletools" |
| "github.com/weaviate/weaviate/modules/text2vec-gpt4all/clients" |
| "github.com/weaviate/weaviate/modules/text2vec-gpt4all/vectorizer" |
| "github.com/weaviate/weaviate/usecases/modulecomponents/additional" |
| "github.com/weaviate/weaviate/usecases/modulecomponents/batch" |
| "github.com/weaviate/weaviate/usecases/modulecomponents/text2vecbase" |
| ) |
|
|
| const Name = "text2vec-gpt4all" |
|
|
| func New() *GPT4AllModule { |
| return &GPT4AllModule{} |
| } |
|
|
| type GPT4AllModule struct { |
| vectorizer text2vecbase.TextVectorizer[[]float32] |
| metaProvider text2vecbase.MetaProvider |
| graphqlProvider modulecapabilities.GraphQLArguments |
| searcher modulecapabilities.Searcher[[]float32] |
| nearTextTransformer modulecapabilities.TextTransform |
| logger logrus.FieldLogger |
| additionalPropertiesProvider modulecapabilities.AdditionalProperties |
| } |
|
|
| func (m *GPT4AllModule) Name() string { |
| return Name |
| } |
|
|
| func (m *GPT4AllModule) Type() modulecapabilities.ModuleType { |
| return modulecapabilities.Text2Vec |
| } |
|
|
| func (m *GPT4AllModule) Init(ctx context.Context, |
| params moduletools.ModuleInitParams, |
| ) error { |
| m.logger = params.GetLogger() |
|
|
| if err := m.initVectorizer(ctx, params.GetConfig().ModuleHttpClientTimeout, m.logger); err != nil { |
| return errors.Wrap(err, "init vectorizer") |
| } |
|
|
| if err := m.initAdditionalPropertiesProvider(); err != nil { |
| return errors.Wrap(err, "init additional properties provider") |
| } |
|
|
| return nil |
| } |
|
|
| func (m *GPT4AllModule) InitExtension(modules []modulecapabilities.Module) error { |
| for _, module := range modules { |
| if module.Name() == m.Name() { |
| continue |
| } |
| if arg, ok := module.(modulecapabilities.TextTransformers); ok { |
| if arg != nil && arg.TextTransformers() != nil { |
| m.nearTextTransformer = arg.TextTransformers()["nearText"] |
| } |
| } |
| } |
|
|
| if err := m.initNearText(); err != nil { |
| return errors.Wrap(err, "init graphql provider") |
| } |
| return nil |
| } |
|
|
| func (m *GPT4AllModule) initVectorizer(ctx context.Context, timeout time.Duration, |
| logger logrus.FieldLogger, |
| ) error { |
| uri := os.Getenv("GPT4ALL_INFERENCE_API") |
| if uri == "" { |
| return errors.New("required variable GPT4ALL_INFERENCE_API is not set") |
| } |
|
|
| waitForStartup := true |
| if envWaitForStartup := os.Getenv("GPT4ALL_WAIT_FOR_STARTUP"); envWaitForStartup != "" { |
| waitForStartup = entcfg.Enabled(envWaitForStartup) |
| } |
|
|
| client := clients.New(uri, timeout, logger) |
| if waitForStartup { |
| if err := client.WaitForStartup(ctx, 1*time.Second); err != nil { |
| return errors.Wrap(err, "init remote vectorizer") |
| } |
| } |
|
|
| m.vectorizer = vectorizer.New(client) |
| m.metaProvider = client |
|
|
| return nil |
| } |
|
|
| func (m *GPT4AllModule) initAdditionalPropertiesProvider() error { |
| m.additionalPropertiesProvider = additional.NewText2VecProvider() |
| return nil |
| } |
|
|
| func (m *GPT4AllModule) VectorizeObject(ctx context.Context, |
| obj *models.Object, cfg moduletools.ClassConfig, |
| ) ([]float32, models.AdditionalProperties, error) { |
| return m.vectorizer.Object(ctx, obj, cfg) |
| } |
|
|
| func (m *GPT4AllModule) VectorizeBatch(ctx context.Context, objs []*models.Object, skipObject []bool, cfg moduletools.ClassConfig) ([][]float32, []models.AdditionalProperties, map[int]error) { |
| return batch.VectorizeBatch(ctx, objs, skipObject, cfg, m.logger, m.vectorizer.Object) |
| } |
|
|
| func (m *GPT4AllModule) MetaInfo() (map[string]interface{}, error) { |
| return m.metaProvider.MetaInfo() |
| } |
|
|
| func (m *GPT4AllModule) AdditionalProperties() map[string]modulecapabilities.AdditionalProperty { |
| return m.additionalPropertiesProvider.AdditionalProperties() |
| } |
|
|
| func (m *GPT4AllModule) VectorizableProperties(cfg moduletools.ClassConfig) (bool, []string, error) { |
| return true, nil, nil |
| } |
|
|
| func (m *GPT4AllModule) VectorizeInput(ctx context.Context, |
| input string, cfg moduletools.ClassConfig, |
| ) ([]float32, error) { |
| return m.vectorizer.Texts(ctx, []string{input}, cfg) |
| } |
|
|
| |
| var ( |
| _ = modulecapabilities.Module(New()) |
| _ = modulecapabilities.Vectorizer[[]float32](New()) |
| _ = modulecapabilities.MetaProvider(New()) |
| ) |
|
|