昺h`ddlmZmZmZddlmZddlmZmZddl m Z GddeeZ dS))AnyDictList) Embeddings) BaseModelroot_validator)get_from_dict_or_envc eZdZUdZeed<eed<eed< ddedededd ffd Ze d e de fd Z d e ede e e fdZdede e fdZxZS)NLPCloudEmbeddingsa NLP Cloud embedding models. To use, you should have the nlpcloud python package installed Example: .. code-block:: python from langchain_community.embeddings import NLPCloudEmbeddings embeddings = NLPCloudEmbeddings() model_namegpuclient%paraphrase-multilingual-mpnet-base-v2FkwargsreturnNc @tjd||d|dS)N)r r )super__init__)selfr r r __class__s o/var/www/html/services/rag-service/venv/lib/python3.11/site-packages/langchain_community/embeddings/nlpcloud.pyrzNLPCloudEmbeddings.__init__s/ BJCBB6BBBBBvaluesct|dd} ddl}||d||dd|d <n#t$rtd wxYw|S) z?Validate that api key and python package exists in environment.nlpcloud_api_keyNLPCLOUD_API_KEYrNr r en)r langrzXCould not import nlpcloud python package. Please install it with `pip install nlpcloud`.)r nlpcloudClient ImportError)clsrrr s rvalidate_environmentz'NLPCloudEmbeddings.validate_environment!s0 &(:    OOO'|$&6F5MPT /  F8     A    s ,AAtextscB|j|dS)zEmbed a list of documents using NLP Cloud. Args: texts: The list of texts to embed. Returns: List of embeddings, one for each text. embeddingsrr')rr%s rembed_documentsz"NLPCloudEmbeddings.embed_documents4s{%%e,,\::rtextcP|j|gddS)zEmbed a query using NLP Cloud. Args: text: The text to embed. Returns: Embeddings for the text. r'rr()rr*s r embed_queryzNLPCloudEmbeddings.embed_query@s&{%%tf--l;A>>r)rF)__name__ __module__ __qualname____doc__str__annotations__boolrrrrr$rfloatr)r, __classcell__)rs@rr r s1  OOO III KKKBCCCC C  CCCCCC^$4$ ;T#Y ;4U 3D ; ; ; ; ? ?U ? ? ? ? ? ? ? ?rr N) typingrrrlangchain_core.embeddingsrlangchain_core.pydantic_v1rrlangchain_core.utilsr r rrrr:s""""""""""000000@@@@@@@@555555A?A?A?A?A?JA?A?A?A?A?r