3i tSSKJrJrJrJr SSKJrJrJrJ r SSK r SSK r SSK Jr SSKr"SS\\5rg)) Embeddings DocumentsEmbeddingFunctionSpace)ListDictAnyOptionalNvalidate_config_schemacr\rSrSrSS\\S\S\\S\\S\\S\\S \\S \\\\4S \\S \4S jjrS\ S\ 4Sjr \ S\4Sj5r S\4SjrS\\4Sjr\ S\\\4SS4Sj5rS\\\44SjrS\\\4S\\\4SS4Sjr\ S\\\4SS4Sj5rSrg)OpenAIEmbeddingFunction Napi_key model_nameorganization_idapi_baseapi_type api_version deployment_iddefault_headers dimensionsapi_key_env_varc SSKn Ub[R"S[ 5 XlU=(d [R"U 5Ul UR(d[SU S35eX l X0l X@l XPl X`lXplXlXlSUR0n URbURU S'URbURU S 'UR bUR U S 'U R$"S0U D6UlURS :XaURc [S 5eURc [S 5eURc [S5eSSKJn U "URURURURUR S9Ulgg![a [S5ef=f)a Initialize the OpenAIEmbeddingFunction. Args: api_key_env_var (str, optional): Environment variable name that contains your API key for the OpenAI API. Defaults to "CHROMA_OPENAI_API_KEY". model_name (str, optional): The name of the model to use for text embeddings. Defaults to "text-embedding-ada-002". organization_id(str, optional): The OpenAI organization ID if applicable api_base (str, optional): The base path for the API. If not provided, it will use the base path for the OpenAI API. This can be used to point to a different deployment, such as an Azure deployment. api_type (str, optional): The type of the API deployment. This can be used to specify a different deployment, such as 'azure'. If not provided, it will use the default OpenAI deployment. api_version (str, optional): The api version for the API. If not provided, it will use the api version for the OpenAI API. This can be used to point to a different deployment, such as an Azure deployment. deployment_id (str, optional): Deployment ID for Azure OpenAI. default_headers (Dict[str, str], optional): A mapping of default headers to be sent with each API request. dimensions (int, optional): The number of dimensions for the embeddings. Only supported for `text-embedding-3` or later models from OpenAI. https://platform.openai.com/docs/api-reference/embeddings/create#embeddings-create-dimensions rNzWThe openai python package is not installed. Please install it with `pip install openai`zDirect api_key configuration will not be persisted. Please use environment variables via api_key_env_var for persistent storage.zThe z! environment variable is not set.r organizationbase_urlrazurez.api_version must be specified for Azure OpenAIz0deployment_id must be specified for Azure OpenAIz+api_base must be specified for Azure OpenAI) AzureOpenAI)rrazure_endpointazure_deploymentr)openai ImportError ValueErrorwarningswarnDeprecationWarningrosgetenvrrrrrrrrrOpenAIclientr)selfrrrrrrrrrrr" client_paramsrs v/home/james-whalen/.local/lib/python3.13/site-packages/chromadb/utils/embedding_functions/openai_embedding_function.py__init__ OpenAIEmbeddingFunction.__init__ sH     MM_"  /<"))O"< ||tO#44UVW W$.  &*.$*3DLL(A    +,0,@,@M. ) == $(, M* %    +/3/C/CM+ ,mm4m4  ==G #' !QRR!!) !STT}}$ !NOO *%  ,,#}}!%!3!3 $ 4 4 DK $O i  s F88GinputreturncpU(d/$URUS.nURbSUR;aURUS'URRR"S0UD6nUR Vs/sH0n[ R"UR[ RS9PM2 sn$s snf)z Generate embeddings for the given documents. Args: input: Documents to generate embeddings for. Returns: Embeddings for the documents. )modelr1ztext-embedding-3r)dtyper!) rrr+ embeddingscreatedatanparray embeddingfloat32)r,r1embedding_paramsresponser8s r.__call__ OpenAIEmbeddingFunction.__call__isI__,  ?? &+=+P-1__ \ *;;))00D3CDHP}}U}trzz:}UUUs97B3cg)Nr"r!r!r.nameOpenAIEmbeddingFunction.namerBcg)Ncosiner!r,s r. default_space%OpenAIEmbeddingFunction.default_spacerErBc /SQ$)N)rGl2ipr!rHs r.supported_spaces(OpenAIEmbeddingFunction.supported_spacess%%rBconfigzEmbeddingFunction[Documents]c pURS5nURS5nURS5nURS5nURS5nURS5nURS5nURS5nURS 5n UbUcS 5e[UUUUUUUUU S 9 $) NrrrrrrrrrzThis code should not be reached rrrrrrrrr)getr) rPrrrrrrrrrs r.build_from_config)OpenAIEmbeddingFunction.build_from_configs!**%67ZZ -  **%67::j)::j)jj/  ?3  **%67ZZ -  "j&8 ;; ;5'+!+#'+!  rBc URURURURURUR UR URURS. $)NrRrRrHs r. get_config"OpenAIEmbeddingFunction.get_configsU#33//#33  ++!//#33//  rB old_config new_configc&SU;a [S5eg)NrzSThe model name cannot be changed after the embedding function has been initialized.)r$)r,rYrZs r.validate_config_update.OpenAIEmbeddingFunction.validate_config_updates! : %e  &rBc[US5 g)z Validate the configuration using the JSON schema. Args: config: Configuration to validate Raises: ValidationError: If the configuration does not match the schema r"Nr )rPs r.validate_config'OpenAIEmbeddingFunction.validate_configs vx0rB) rrrrrr+rrrrr) Nztext-embedding-ada-002NNNNNNNCHROMA_OPENAI_API_KEY)__name__ __module__ __qualname____firstlineno__r strrintr/rrr? staticmethodrCrrIrrNr rTrWr\r___static_attributes__r!rBr.rr s"&2)-"&"&%)'+48$(6]#]]"# ] 3- ] 3- ]c]] }]"$sCx.1]SM]]~ViVJV6#u&$u+& $sCx. 5S  8  DcN  sCx.6:38n  1S#X 14 1 1rBr)chromadb.api.typesrrrrtypingrrr r r(numpyr9*chromadb.utils.embedding_functions.schemasr r%rr!rBr.rns1NN,, MC1/ :C1rB