NgW.dZddlmZddlZddlZddlZddlmZmZm Z m Z m Z m Z ddl mZddlmZddlmZmZddlmZmZdd lmZdd lmZejeZed d d GddeZdS)zAzure OpenAI chat wrapper.) annotationsN)Any AwaitableCallableDictListUnion) deprecated) ChatResult)get_from_dict_or_envpre_init) BaseModelField) ChatOpenAI) is_openai_v1z0.0.10z1.0z langchain_openai.AzureChatOpenAI)sinceremovalalternative_importceZdZUdZdZded< eddZded< edd Zd ed < edd Z ded < dZ ded< dZ ded< dZ ded< dZ d ed< dZd ed< dZded< ed(dZed)dZed*fd Zed*d Zed*fd! Zed+d"Zed*d#Zd,fd' ZxZS)-AzureChatOpenAIa`Azure OpenAI` Chat Completion API. To use this class you must have a deployed model on Azure OpenAI. Use `deployment_name` in the constructor to refer to the "Model deployment name" in the Azure portal. In addition, you should have the ``openai`` python package installed, and the following environment variables set or passed in constructor in lower case: - ``AZURE_OPENAI_API_KEY`` - ``AZURE_OPENAI_ENDPOINT`` - ``AZURE_OPENAI_AD_TOKEN`` - ``OPENAI_API_VERSION`` - ``OPENAI_PROXY`` For example, if you have `gpt-35-turbo` deployed, with the deployment name `35-turbo-dev`, the constructor should look like: .. code-block:: python AzureChatOpenAI( azure_deployment="35-turbo-dev", openai_api_version="2023-05-15", ) Be aware the API version may change. You can also specify the version of the model using ``model_version`` constructor parameter, as Azure OpenAI doesn't return model version with the response. Default is empty. When you specify the version, it will be appended to the model name in the response. Setting correct version will help you to calculate the cost properly. Model version is not validated, so make sure you set it correctly to get the correct cost. Any parameters that are valid to be passed to the openai.create call can be passed in, even if not explicitly saved on this class. NzUnion[str, None]azure_endpointazure_deployment)defaultaliasdeployment_name api_versionstropenai_api_versionapi_keyopenai_api_keyazure_ad_tokenzUnion[Callable[[], str], None]azure_ad_token_providerz)Union[Callable[[], Awaitable[str]], None]azure_ad_async_token_provider model_versionopenai_api_typeTboolvalidate_base_urlreturn List[str]c gdS)z*Get the namespace of the langchain object.) langchain chat_models azure_openai)clss h/var/www/html/ai-engine/env/lib/python3.11/site-packages/langchain_community/chat_models/azure_openai.pyget_lc_namespacez AzureChatOpenAI.get_lc_namespacens<;;;valuesrc|ddkrtd|ddkr|drtd|dp'tjdptjd|d<|d ptjd |d <|d ptjd |d <|d p'tjdptjd|d <|dptjd|d<|dptjd|d<t|ddd|d<t|ddd|d< ddl}n#t $rt dwxYwt re|d }|r|drd|vrB|d d dz|d <tj d!|d"|d d#|d$rctj d%|d$|d vr:tj d&|d"|d d#|d xxd'|d$zz cc<d|d$<|d |d|d$|d|d|d(|d |d |d)|d*|d+|d,|d-d. }|j d2i|j j |d/<|d0}|r||d(<|j d2i|j j |d1<n |j|d/<|S)3z?Validate that api key and python package exists in environment.nzn must be at least 1. streamingzn must be 1 when streaming.r!AZURE_OPENAI_API_KEYOPENAI_API_KEYopenai_api_baseOPENAI_API_BASErOPENAI_API_VERSIONopenai_organization OPENAI_ORG_IDOPENAI_ORGANIZATIONrAZURE_OPENAI_ENDPOINTr"AZURE_OPENAI_AD_TOKENr&OPENAI_API_TYPEazure)r openai_proxy OPENAI_PROXYrrNzTCould not import openai python package. Please install it with `pip install openai`.r(z/openai/zAs of openai>=1.0.0, Azure endpoints should be specified via the `azure_endpoint` param not `openai_api_base` (or alias `base_url`). Updating `openai_api_base` from z to .rzAs of openai>=1.0.0, if `deployment_name` (or alias `azure_deployment`) is specified then `openai_api_base` (or alias `base_url`) should not be. Instead use `deployment_name` (or alias `azure_deployment`) and `azure_endpoint`.zAs of openai>=1.0.0, if `openai_api_base` (or alias `base_url`) is specified it is expected to be of the form https://example-resource.azure.openai.com/openai/deployments/example-deployment. Updating z /deployments/r#request_timeout max_retriesdefault_headers default_query http_client) rrrr r"r# organizationbase_urltimeoutrJrKrLrMclientr$ async_clientr/) ValueErrorosgetenvr openai ImportErrorrrstripwarningswarn AzureOpenAIchat completionsAsyncAzureOpenAIChatCompletion)r0r4rVr; client_paramsr$s r1validate_environmentz$AzureChatOpenAI.validate_environmentssg #;??455 5 #;??vk2?:;; ; # $ +y/00 +y)**  %++<$=%  B B  !(..B'C( ry H H #$ ( ) 0y)) 0y.// $% $**:#;$ ry #@ @  $**:#;$ ry #@ @  %9 %'8'% % %  !"6 NNB" " " ~  MMMM   ?   >>> 5%%67O 56*=#> 5O330188== I,-MM+MM177H0IMMM +,5M0/0?P8QQQ <)8 << &&78 <<<0111+f5F.GG11115F,-%&:;"()9":$*+<$=!"23"()9":+12K+L &'< ="#45!"34%m4#)*;# " " &4F8  s EE-Dict[str, Any]ctrtjSitjd|jiS)z2Get the default parameters for calling OpenAI API.engine)rsuper_default_paramsrself __class__s r1rfzAzureChatOpenAI._default_paramssI >> 77* *'')$. r3ci|jS)zGet the identifying parameters.)rfrhs r1_identifying_paramsz#AzureChatOpenAI._identifying_paramss($&''r3ctrtjSitj|j|jdS)z1Get the config params used for the openai client.)api_typer)rre_client_paramsr&rrgs r1rozAzureChatOpenAI._client_paramssR >> 77) )''( 0#6 r3cdS)Nzazure-openai-chatr/rks r1 _llm_typezAzureChatOpenAI._llm_types""r3c |j|jdS)Nr&rrsrks r1 lc_attributeszAzureChatOpenAI.lc_attributess $3"&"9   r3responseUnion[dict, BaseModel]r ct|ts|}|dD]+}|dddkrtd,t |}d|vrF|d}|jr |d|j}|j$t|jtr ||jd<|S)Nchoices finish_reasoncontent_filterzKAzure has not provided the response due to a content filter being triggeredmodel- model_name) isinstancedictgetrSre_create_chat_resultr% llm_output)rhrures chat_resultr{ris r1rz#AzureChatOpenAI._create_chat_result s(D)) '}}HI&  Cww--1AAA &B gg11(;; h  W%E! 8 774#577%1j&7718= &|4r3)r)r*)r4rr)r)r)rb)r)r)rurvr)r )__name__ __module__ __qualname____doc__r__annotations__rrrr!r"r#r$r%r&r( classmethodr2r rapropertyrfrlrorqrtr __classcell__)ris@r1rrsX $$L(,N++++ ).dBT(U(U(UOUUUU $eBmDDDDDDDS',uT'K'K'KNKKKKU'+N++++?CBBBB PT!SSSSM+O+"""""<<<[<pppXpdX(((X(     X ###X#   X r3r)r __future__rloggingrTrYtypingrrrrrr langchain_core._api.deprecationr langchain_core.outputsr langchain_core.utilsr r pydanticrr&langchain_community.chat_models.openair langchain_community.utils.openair getLoggerrloggerrr/r3r1rsY """""" >>>>>>>>>>>>>>>>666666------????????%%%%%%%%======999999  8 $ $   9 HHHHHjHH  HHHr3