§ 昺h¥ ãóp—dZddlZddlmZmZddlZddlmZddlm Z m Z dZ dZ dZ Gd „d e e¦«ZdS) z+Wrapper around Bookend AI embedding models.éN)ÚAnyÚList)Ú Embeddings)Ú BaseModelÚFieldzhttps://api.bookend.ai/Ú embeddingsz/models/predictcóÀ‡—eZdZUdZeed< eed< eed< ee¬¦«Zeed<de fˆfd„ Z d e ed e e e fd „Z d ed e e fd „ZˆxZS)ÚBookendEmbeddingsa‹Bookend AI sentence_transformers embedding models. Example: .. code-block:: python from langchain_community.embeddings import BookendEmbeddings bookend = BookendEmbeddings( domain={domain} api_token={api_token} model_id={model_id} ) bookend.embed_documents([ "Please put on these earmuffs because I can't you hear.", "Baby wipes are made of chocolate stardust.", ]) bookend.embed_query( "She only paints with bold colors; she does not like pastels." ) ÚdomainÚ api_tokenÚmodel_id)Údefault_factoryÚ auth_headerÚkwargsc ó|•—t¦«jdi|¤Ždd |j¦«i|_dS)NÚ AuthorizationzBasic {}©)ÚsuperÚ__init__Úformatr r)ÚselfrÚ __class__s €ún/var/www/html/services/rag-service/venv/lib/python3.11/site-packages/langchain_community/embeddings/bookend.pyrzBookendEmbeddings.__init__-sCø€Ø‰ŒÔÐ"Ð"˜6Ð"Ð"Ð"Ø+¨Z×->Ò->¸t¼~Ñ-NÔ-NÐOˆÔÐÐóÚtextsÚreturncó>—g}|j}d|d<|jtdœ}|D]|}tj|ddddœ¦«}t jdt|jztz|||¬¦«}|  | ¦«dd ¦«Œ}|S) zÆEmbed documents using a Bookend deployed embeddings model. Args: texts: The list of texts to embed. Returns: List of embeddings, one for each text. zapplication/json; charset=utf-8z Content-Type)r ÚtaskN)ÚtextÚquestionÚcontextÚ instructionÚPOST)ÚheadersÚparamsÚdatarr&) rr Ú DEFAULT_TASKÚjsonÚdumpsÚrequestsÚrequestÚAPI_URLr ÚPATHÚappend)rrÚresultr$r%rr&Úrs rÚembed_documentsz!BookendEmbeddings.embed_documents1s€ðˆØÔ"ˆØ"CˆÑàœ Ý ð ð ˆð ð /ð /ˆDÝ”:ب4¸DÐQUÐVÐVñôˆDõÔ Øݘ$œ+Ñ%­Ñ,ØØØð ñôˆAð MŠM˜!Ÿ&š&™(œ( 1œ+ fÔ-Ñ .Ô .Ð .Ð .àˆ rrcó:—| |g¦«dS)z¬Embed a query using a Bookend deployed embeddings model. Args: text: The text to embed. Returns: Embeddings for the text. r)r1)rrs rÚ embed_queryzBookendEmbeddings.embed_queryQs€ð×#Ò# T FÑ+Ô+¨AÔ.Ð.r)Ú__name__Ú __module__Ú __qualname__Ú__doc__ÚstrÚ__annotations__rÚdictrrrrÚfloatr1r3Ú __classcell__)rs@rr r sðø€€€€€€ððð* €K€KKØTØ€N€NNØXØ€M€MMØ%ؘ¨dÐ3Ñ3Ô3€KÐ3Ð3Ñ3ðP ðPðPðPðPðPðPð T¨#¤Yð°4¸¸U¼ Ô3Dððððð@ / ð /¨¨U¬ ð /ð /ð /ð /ð /ð /ð /ð /rr )r7r(Útypingrrr*Úlangchain_core.embeddingsrÚlangchain_core.pydantic_v1rrr,r'r-r rrrúr@s®ðØ1Ð1à € € € ØÐÐÐÐÐÐÐà€€€Ø0Ð0Ð0Ð0Ð0Ð0Ø7Ð7Ð7Ð7Ð7Ð7Ð7Ð7à #€Ø€ Ø€ðK/ðK/ðK/ðK/ðK/˜  :ñK/ôK/ðK/ðK/ðK/r