KKi-SSKJr SSKrSSKJr SSKJr SSKJr SSK J r J r J r J r SSKJr SrS r"S S \ \5rg) ) annotationsN)Any) Embeddings)from_env) BaseModel ConfigDictFieldmodel_validator)Selfz'sentence-transformers/all-mpnet-base-v2)feature-extractionc\rSrSr%SrSrS\S'SrS\S'SrS\S'Sr S\S 'Sr S\S 'S r S\S 'Sr S \S'\ "\"SSS9S9rS\S'\"SSS9r\"SS9SSj5rSSjrSSjrS SjrS SjrSrg)!HuggingFaceEndpointEmbeddingsaHuggingFaceHub embedding models. To use, you should have the `huggingface_hub` python package installed, and the environment variable `HUGGINGFACEHUB_API_TOKEN` set with your API token, or pass it as a named parameter to the constructor. Example: ```python from langchain_huggingface import HuggingFaceEndpointEmbeddings model = "sentence-transformers/all-mpnet-base-v2" hf = HuggingFaceEndpointEmbeddings( model=model, task="feature-extraction", huggingfacehub_api_token="my-api-key", ) ``` Nrclient async_clientz str | Nonemodelproviderrepo_idr taskz dict | None model_kwargsHUGGINGFACEHUB_API_TOKEN)default)default_factoryhuggingfacehub_api_tokenforbid)extraprotected_namespacesafter)modecVUR=(d [R"S5nSSKJnJn UR (aUR UlO9UR(aURUlO[Ul[UlU"UR UURS9nU"UR UURS9nUR[;a"SURS[S3n[U5eX@l XPlU$![anSn[U5UeS nAff=f) z?Validate that api key and python package exists in environment.HF_TOKENr)AsyncInferenceClientInferenceClient)rtokenrzGot invalid task z, currently only z are supportedzfCould not import huggingface_hub python package. Please install it with `pip install huggingface_hub`.N)rosgetenvhuggingface_hubr#r$rr DEFAULT_MODELrr VALID_TASKS ValueErrorrr ImportError)selfrr#r$rrmsges w/var/www/html/dynamic-report/venv/lib/python3.13/site-packages/langchain_huggingface/embeddings/huggingface_endpoint.pyvalidate_environment2HuggingFaceEndpointEmbeddings.validate_environmentAs$(#@#@$ BII E  ( *  zz#zz !\\ * , $jj.F 0jj.L yy +' {3&&1].B!o% K ,   *H c" )  *sCD D(D##D(cUVs/sHo"RSS5PM nnUR=(d 0nURR"SSU0UD6nUR 5$s snf)zCall out to HuggingFaceHub's embedding endpoint for embedding search docs. Args: texts: The list of texts to embed. Returns: List of embeddings, one for each text.   textr)replacerrfeature_extractiontolistr-textsr6 _model_kwargs responsess r0embed_documents-HuggingFaceEndpointEmbeddings.embed_documentsssa6;;UTdC(U;))/R KK22OOO !! >  '  !! < sA6A/8A6A4A6c,URU/5S$)zCall out to HuggingFaceHub's embedding endpoint for embedding query text. Args: text: The text to embed. Returns: Embeddings for the text. r)r>r-r6s r0 embed_query)HuggingFaceEndpointEmbeddings.embed_querys##TF+A..cH# URU/5IShvN S$N7f)zAsync Call to HuggingFaceHub's embedding endpoint for embedding query text. Args: text: The text to embed. Returns: Embeddings for the text. Nr)rArDs r0 aembed_query*HuggingFaceEndpointEmbeddings.aembed_querys%++TF33Q773s " ")rrrr)returnr )r;z list[str]rKzlist[list[float]])r6strrKz list[float])__name__ __module__ __qualname____firstlineno____doc__r__annotations__rrrrrrr rrr model_configr r1r>rArErI__static_attributes__rrGr0rrs&FCL#E:HjpGZC+D*+& $L+$1+0 !;TJ,jL '"/#/b"""$ / 8rGr) __future__rr&typingrlangchain_core.embeddingsrlangchain_core.utilsrpydanticrrr r typing_extensionsr r)r*rrrGr0r[s7" 0)BB"9 % ]8Iz]8rG