dh SSKJr SSKrSSKrSSKJrJrJrJrJ r J r J r J r SSK r SSKJr SSKJr SSKJrJr SSKJrJrJrJr SSKJrJrJrJr \R>"\ 5r!SS jr"SS jr#SS jr$\"S SSS9"SS \\55r%g)) annotationsN)AnyCallableDictListOptionalTupleUnioncast) deprecated) Embeddings)convert_to_secret_strget_from_dict_or_env) BaseModel ConfigDict SecretStrmodel_validator)before_sleep_logretrystop_after_attemptwait_exponentialVoyageEmbeddingsc SnSn[S[UR5[SXS9[ [ [ R5S9$)N T) multiplierminmax)reraisestopwait before_sleep)rr max_retriesrrloggerloggingWARNING) embeddings min_seconds max_secondss _/var/www/html/shao/venv/lib/python3.13/site-packages/langchain_community/embeddings/voyageai.py_create_retry_decoratorr,sDKK   6 6 7  M%fgoo>  cVSU;a"[S[R"U535eU$)NdatazVoyage API Error. Message: ) RuntimeErrorjsondumps)responses r+_check_responser4,s, X8H9M8NOPP Or-c <[U5nUSSj5nU"S0UD6$)z)Use tenacity to retry the embedding call.c`[R"S0UD6n[UR55$)N)requestspostr4r1)kwargsr3s r+_embed_with_retry+embed_with_retry.._embed_with_retry6s$==*6*x}}//r-)r:rreturnrr7)r,)r(r:retry_decoratorr;s r+embed_with_retryr?2s.-j9O00  &v &&r-z0.0.29z1.0z%langchain_voyageai.VoyageAIEmbeddings)sinceremovalalternative_importc(\rSrSr%SrS\S'SrS\S'SrS\S 'S \S 'S rS \S 'Sr S\S'Sr S\S'Sr S\S'\ "SS9r \"SS9\S!Sj55rS"S#SjjrS$S%SjjrS&SjrS'SjrSS.S(SjjrS rg))r>aVoyage embedding models. To use, you should have the environment variable ``VOYAGE_API_KEY`` set with your API key or pass it as a named parameter to the constructor. Example: .. code-block:: python from langchain_community.embeddings import VoyageEmbeddings voyage = VoyageEmbeddings(voyage_api_key="your-api-key", model="voyage-2") text = "This is a test query." query_result = voyage.embed_query(text) strmodelz&https://api.voyageai.com/v1/embeddingsvoyage_api_baseNzOptional[SecretStr]voyage_api_keyint batch_sizer$z+Optional[Union[float, Tuple[float, float]]]request_timeoutFboolshow_progress_barT truncationforbid)extrabefore)modec[[USS55US'SU;aSUS'[RS5 SU;aSU;a USS;aSOS US'U$) z?Validate that api key and python package exists in environment.rHVOYAGE_API_KEYrFz voyage-01zmodel will become a required arg for VoyageAIEmbeddings, we recommend to specify it when using this class. Currently the default is set to voyage-01.rJ)zvoyage-2z voyage-02H)rrr%warning)clsvaluess r+validate_environment%VoyageEmbeddings.validate_environmentjs$9 )9;K L$   & )F7O NN=  v %f$&/=V*V <  r-c[[UR5R5nURSSU30UR UUUR S.URS.nU$)N AuthorizationzBearer )rFinput input_typerO)urlheadersr1timeout)r rrHget_secret_valuerGrFrOrL)selfr_r`api_keyparamss r+_invocation_params#VoyageEmbeddings._invocation_paramssiy$"5"56GGI'''77))<=("oo  ++   r-c /nUc URnUR(a$SSKJn U"[ S[ U5U55nO[ S[ U5U5nU(aUS;a[SUS35eUH<n[U40URXX-US9D6n URSU S 55 M> U$![an[ S5UeSnAff=f) Nr)tqdmzgMust have tqdm installed if `show_progress_bar` is set to True. Please install with `pip install tqdm`.)querydocumentz input_type z0 is invalid. Options: None, 'query', 'document'.)r_r`c3(# UH oSv M g7f) embeddingNr7).0rs r+ 3VoyageEmbeddings._get_embeddings..sG6F n6Fsr/) rJrN tqdm.autork ImportErrorrangelen ValueErrorr?rhextend) retextsrJr`r(rke_iterir3s r+_get_embeddings VoyageEmbeddings._get_embeddingss )+  J  ! ! *q#e*j9:E!SZ4E *,AAj\*  A'))AN3 *H   Ghv6FG G3 !> sB== C CCc6URXRSS9$)zCall out to Voyage Embedding endpoint for embedding search docs. Args: texts: The list of texts to embed. Returns: List of embeddings, one for each text. rmrJr`r~rJ)rerzs r+embed_documents VoyageEmbeddings.embed_documentss%## oo*$  r-c@URU/URSS9S$)zCall out to Voyage Embedding endpoint for embedding query text. Args: text: The text to embed. Returns: Embedding for the text. rlrrr)retexts r+ embed_queryVoyageEmbeddings.embed_querys1## Ft7$   r-)r`c6URXRUS9$)aCall out to Voyage Embedding endpoint for embedding general text. Args: texts: The list of texts to embed. input_type: Type of the input text. Default to None, meaning the type is unspecified. Other options: query, document. Returns: Embedding for the text. rr)rerzr`s r+embed_general_texts$VoyageEmbeddings.embed_general_textss%## oo*$  r-r7)rZrr=r)N)r_ List[str]r` Optional[str]r=r)NN)rzrrJz Optional[int]r`rr=List[List[float]])rzrr=r)rrEr=z List[float])rzrr`rr=r)__name__ __module__ __qualname____firstlineno____doc____annotations__rGrHr$rLrNrOr model_configr classmethodr[rhr~rrr__static_attributes__r7r-r+rr>s   JCOSC*.N'.O?Krs"    60LFF   8 $  '  > c y*c  c r-