Zǻi7ddlmZddlZddlmZmZmZddlmZddl m Z ddl m Z m Z erddlZGddeejZGd d eZGd d eZy) ) annotationsN) TYPE_CHECKINGAnyOptional)Embedder)EmbeddingsGenerationError)RateLimitHandlerrate_limit_handlerc|eZdZUdZded< d dfd Zejd dZe d dZ xZ S) BaseOpenAIEmbeddingsz4 Abstract base class for OpenAI embeddings. z openai.OpenAIclientc  ddl}t| |||_||_|j di||_y#t$r tdwxYw)NrzuCould not import openai python client. Please install it with `pip install "neo4j-graphrag[openai]"`.)openai ImportErrorsuper__init__model_initialize_clientr )selfrr kwargsr __class__s ^/opt/lhia/marcimex/agent/venv/lib/python3.12/site-packages/neo4j_graphrag/embeddings/openai.pyrzBaseOpenAIEmbeddings.__init__$sd    +,  -d--77  R  s <Ac y)zZ Initialize the OpenAI client. Must be implemented by subclasses. Nrrrs rrz'BaseOpenAIEmbeddings._initialize_client6s c  |jjjd||jd|}|jdj }|S#t $r}td||d}~wwxYw)a Generate embeddings for a given query using an OpenAI text embedding model. Args: text (str): The text to generate an embedding for. **kwargs (Any): Additional arguments to pass to the OpenAI embedding generation function. )inputrrz*Failed to generate embedding with OpenAI: Nr)r embeddingscreaterdata embedding Exceptionr)rtextrresponser"es r embed_queryz BaseOpenAIEmbeddings.embed_query>s 4t{{--44$**06H&.]]1%5%?%?I  +rDsO # //3?P38SWW3l ,+ , 10 1r