dhySSKJr SSKJrJrJrJrJr SSKrSSK J r SSK J r SSK JrJr SSKJrJrJrJr \ "SS S S 9"S S \\ 55rg)) annotations)AnyDictListOptionalcastN) deprecated) Embeddingsconvert_to_secret_strget_from_dict_or_env) BaseModel ConfigDict SecretStrmodel_validatorz0.3.4z1.0.0z$langchain_community.ClovaXEmbeddings)sinceremovalalternative_importc\rSrSr%SrSrS\S'SrS\S'SrS \S 'Sr S \S 'Sr S \S '\ "S S9r \ "SS9\SSj55rSSjrSSjrSSjrSrg)ClovaEmbeddings a Clova's embedding service. To use this service, you should have the following environment variables set with your API tokens and application ID, or pass them as named parameters to the constructor: - ``CLOVA_EMB_API_KEY``: API key for accessing Clova's embedding service. - ``CLOVA_EMB_APIGW_API_KEY``: API gateway key for enhanced security. - ``CLOVA_EMB_APP_ID``: Application ID for identifying your application. Example: .. code-block:: python from langchain_community.embeddings import ClovaEmbeddings embeddings = ClovaEmbeddings( clova_emb_api_key='your_clova_emb_api_key', clova_emb_apigw_api_key='your_clova_emb_apigw_api_key', app_id='your_app_id' ) query_text = "This is a test query." query_result = embeddings.embed_query(query_text) document_text = "This is a test document." document_result = embeddings.embed_documents([document_text]) zChttps://clovastudio.apigw.ntruss.com/testapp/v1/api-tools/embeddingstr endpoint_urlzclir-emb-dolphinmodelNzOptional[SecretStr]clova_emb_api_keyclova_emb_apigw_api_keyapp_idforbid)extrabefore)modec[[USS55US'[[USS55US'[[USS55US'U$)z'Validate api key exists in environment.rCLOVA_EMB_API_KEYrCLOVA_EMB_APIGW_API_KEYrCLOVA_EMB_APP_IDr )clsvaluess \/var/www/html/shao/venv/lib/python3.13/site-packages/langchain_community/embeddings/clova.pyvalidate_environment$ClovaEmbeddings.validate_environmentBsk'< )<>Q R' "#-B 13L - () 1 3E F x c\/nUH#nURURU55 M% U$)z Embed a list of texts and return their embeddings. Args: texts: The list of texts to embed. Returns: List of embeddings, one for each text. )append _embed_text)selftexts embeddingstexts r(embed_documentsClovaEmbeddings.embed_documentsSs2 D   d..t4 5r+c$URU5$)z Embed a single query text and return its embedding. Args: text: The text to embed. Returns: Embeddings for the text. )r.)r/r2s r( embed_queryClovaEmbeddings.embed_querybs%%r+cSU0n[[UR5R5[[UR5R5SS.n[[UR 5R5n[ R"URSURSU3UUS9nURS:Xa'UR5nSU;aSUS;aUSS$[S URS UR35e) zD Internal method to call the embedding API and handle the response. r2zapplication/json)zX-NCP-CLOVASTUDIO-API-KEYzX-NCP-APIGW-API-KEYz Content-Type/)headersjsonresult embeddingzAPI request failed with status z: )rrrget_secret_valuerrrequestspostrr status_coder; ValueErrorr2)r/r2payloadr:rresponse response_datas r(r.ClovaEmbeddings._embed_textns4.*.411* #'477$ . i->>@==  !4::,ax 8    3 &$MMOM=([M(rYsN"2260LFF  = } i}  } r+