tjdddlZddlmZmZmZmZddlmZddl m Z m Z m Z Gdde eZ dS)N)AnyDictListOptional) Embeddings) BaseModel ConfigDictmodel_validatorc:eZdZUdZdZeed<dZee ed<e ddZ e d e d ed e fd Zdeed eeefdZded eefdZdeed eeefdZded eefdZdS)SpacyEmbeddingsaEmbeddings by spaCy models. Attributes: model_name (str): Name of a spaCy model. nlp (Any): The spaCy model loaded into memory. Methods: embed_documents(texts: List[str]) -> List[List[float]]: Generates embeddings for a list of documents. embed_query(text: str) -> List[float]: Generates an embedding for a single piece of text. en_core_web_sm model_nameNnlpforbid)extraprotected_namespacesbefore)modevaluesreturncD|dd|d<|d}tjdt d ddl}|||d<n$#t$rt d|d |d wxYw|S) aE Validates that the spaCy package and the model are installed. Args: values (Dict): The values provided to the class constructor. Returns: The validated values. Raises: ValueError: If the spaCy package or the model are not installed. rNr spacyzDSpaCy package not found. Please install it with `pip install spacy`.rrz SpaCy model 'z>' not found. Please install it with `python -m spacy download z%`or provide a valid spaCy model name.)get importlibutil find_spec ValueErrorrloadOSError)clsrrrs m/var/www/html/CA-Chatbot/venv/lib/python3.11/site-packages/langchain_community/embeddings/spacy_embeddings.pyvalidate_environmentz$SpacyEmbeddings.validate_environments ::l # # +#3F< ZZ --  > # #G , , 4V   LLL!JJz22F5MM   7 77.8777   s A<z3SpacyEmbeddings.embed_documents..Ns2AAA4%,,..AAArr,r$s` r"embed_documentszSpacyEmbeddings.embed_documentsDs BAAA5AAAAr.r+cZ||jS)z Generates an embedding for a single piece of text. Args: text (str): The text to generate an embedding for. Returns: The embedding for the text. r'r,r+s r" embed_queryzSpacyEmbeddings.embed_queryPs#xx~~$++---r.c$Ktd)aA Asynchronously generates embeddings for a list of documents. This method is not implemented and raises a NotImplementedError. Args: texts (List[str]): The documents to generate embeddings for. Raises: NotImplementedError: This method is not implemented. 3Asynchronous embedding generation is not supported.NotImplementedErrorr/s r"aembed_documentsz SpacyEmbeddings.aembed_documents\""WXXXr.c$Ktd)a< Asynchronously generates an embedding for a single piece of text. This method is not implemented and raises a NotImplementedError. Args: text (str): The text to generate an embedding for. Raises: NotImplementedError: This method is not implemented. r5r6r2s r" aembed_queryzSpacyEmbeddings.aembed_queryir9r.)__name__ __module__ __qualname____doc__rstr__annotations__rrrr model_configr classmethodrr#rfloatr0r3r8r;rr.r"r r s]  'J&&&C#:H2FFFL_(###%$%3%%%[$#%N BT#Y B4U 3D B B B B . .U . . . . YDI Y$tE{:K Y Y Y Y Ys YtE{ Y Y Y Y Y Yr.r )importlib.utilrtypingrrrrlangchain_core.embeddingsrpydanticrr r r rr.r"rIs,,,,,,,,,,,,000000;;;;;;;;;;lYlYlYlYlYilYlYlYlYlYr.